[
  {
    "scene_token": "da41ecbc644b4915b84bb732e35ebf8c",
    "frame_token": "7e4c3282bc2a4402b5d1d6705f9eb844",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Rain. B. Color quant. C. Fog. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535658934028113.jpg"
    }
  },
  {
    "scene_token": "da41ecbc644b4915b84bb732e35ebf8c",
    "frame_token": "7e4c3282bc2a4402b5d1d6705f9eb844",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The fourth image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535658934028113.jpg"
    }
  },
  {
    "scene_token": "da41ecbc644b4915b84bb732e35ebf8c",
    "frame_token": "7e4c3282bc2a4402b5d1d6705f9eb844",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a gray sedan to the back of the ego vehicle, a gray sedan to the front of the ego vehicle, and a black SUV to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5073,0.5778>, <c2,CAM_FRONT,0.4886,0.5481>, and <c3,CAM_FRONT,0.6058,0.5769>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535658934028113.jpg"
    }
  },
  {
    "scene_token": "da41ecbc644b4915b84bb732e35ebf8c",
    "frame_token": "7e4c3282bc2a4402b5d1d6705f9eb844",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5073,0.5778> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a gray sedan moving ahead, and the lens obstacle does not affect its movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535658934028113.jpg"
    }
  },
  {
    "scene_token": "da41ecbc644b4915b84bb732e35ebf8c",
    "frame_token": "7e4c3282bc2a4402b5d1d6705f9eb844",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that black SUV at front camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice that gray sedan at front camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Thirdly, notice that gray sedan at back camera. The object is moving ahead, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535658934028113.jpg"
    }
  },
  {
    "scene_token": "da41ecbc644b4915b84bb732e35ebf8c",
    "frame_token": "7e4c3282bc2a4402b5d1d6705f9eb844",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5073,0.5778> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier, and the lens obstacle does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535658934028113.jpg"
    }
  },
  {
    "scene_token": "da41ecbc644b4915b84bb732e35ebf8c",
    "frame_token": "7e4c3282bc2a4402b5d1d6705f9eb844",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.5073,0.5778> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535658934028113.jpg"
    }
  },
  {
    "scene_token": "da41ecbc644b4915b84bb732e35ebf8c",
    "frame_token": "7e4c3282bc2a4402b5d1d6705f9eb844",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, accelerate, and continue ahead.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535658934028113.jpg"
    }
  },
  {
    "scene_token": "da41ecbc644b4915b84bb732e35ebf8c",
    "frame_token": "7e4c3282bc2a4402b5d1d6705f9eb844",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an industrial area with large buildings on either side of the road. The sky is overcast, suggesting cloudy weather. The lens obstacle corruption affects visibility, particularly in the central areas of the images. Key objects include a gray sedan moving behind the ego vehicle at coordinates <c1,CAM_BACK,0.5073,0.5778>, a stationary gray sedan in front at <c2,CAM_FRONT,0.4886,0.5481>, and a stationary black SUV also in front at <c3,CAM_FRONT,0.6058,0.5769>. Despite the corruption, these objects are identifiable and crucial for decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535658934028113.jpg"
    }
  },
  {
    "scene_token": "ab6eea0e06c84f70be411a9d36636a7a",
    "frame_token": "2d493b2677f84ca190bb6c205899251a",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bright. B. Lens obstacle. C. Bit error. D. Sensor failure",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915624377813.jpg"
    }
  },
  {
    "scene_token": "ab6eea0e06c84f70be411a9d36636a7a",
    "frame_token": "2d493b2677f84ca190bb6c205899251a",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_RIGHT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915624377813.jpg"
    }
  },
  {
    "scene_token": "ab6eea0e06c84f70be411a9d36636a7a",
    "frame_token": "2d493b2677f84ca190bb6c205899251a",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT_RIGHT,0.8911,0.4620> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "C, Explanation: The object is a white truck moving ahead, and the corruption does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915624377813.jpg"
    }
  },
  {
    "scene_token": "ab6eea0e06c84f70be411a9d36636a7a",
    "frame_token": "2d493b2677f84ca190bb6c205899251a",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black pickup truck to the back of the ego vehicle, a white truck to the front right of the ego vehicle, a yellow truck to the front of the ego vehicle, and a black SUV to the back of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5364,0.4806>, <c2,CAM_FRONT_RIGHT,0.8911,0.4620>, <c3,CAM_FRONT,0.2911,0.4630>, and <c4,CAM_BACK,0.7927,0.5056>. The corruption does not obscure these key objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915624377813.jpg"
    }
  },
  {
    "scene_token": "ab6eea0e06c84f70be411a9d36636a7a",
    "frame_token": "2d493b2677f84ca190bb6c205899251a",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5364,0.4806> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black pickup truck, and the corruption does not alter its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915624377813.jpg"
    }
  },
  {
    "scene_token": "ab6eea0e06c84f70be411a9d36636a7a",
    "frame_token": "2d493b2677f84ca190bb6c205899251a",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5364,0.4806> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915624377813.jpg"
    }
  },
  {
    "scene_token": "ab6eea0e06c84f70be411a9d36636a7a",
    "frame_token": "2d493b2677f84ca190bb6c205899251a",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, accelerate and go ahead, brake gently to a stop, decelerate gradually without braking, slightly offset to the left, change to the left lane, turn left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915624377813.jpg"
    }
  },
  {
    "scene_token": "ab6eea0e06c84f70be411a9d36636a7a",
    "frame_token": "2d493b2677f84ca190bb6c205899251a",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a street scene with several vehicles around the ego vehicle. The lens obstacle corruption affects parts of the images, creating blurred areas. To the back, there is a stationary black pickup truck (<c1,CAM_BACK,0.5364,0.4806>). To the front right, a white truck is moving ahead (<c2,CAM_FRONT_RIGHT,0.8911,0.4620>). Directly in front, a yellow truck is stationary (<c3,CAM_FRONT,0.2911,0.4630>). Finally, a black SUV is moving at the back (<c4,CAM_BACK,0.7927,0.5056>). Despite the corruption, these key objects are identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915624377813.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "818a1bd7b7394194a85163c8d95958a9",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Zoom blur. B. Lens obstacle. C. Water splash. D. Motion blur",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290858178113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "818a1bd7b7394194a85163c8d95958a9",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "CAM_FRONT_LEFT is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290858178113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "818a1bd7b7394194a85163c8d95958a9",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a black small sedan to the back of the ego vehicle, a black SUV to the back left of the ego vehicle, and a black small car to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.7380,0.5926>, <c2,CAM_BACK_LEFT,0.1906,0.6426>, and <c3,CAM_FRONT_LEFT,0.7547,0.5703>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290858178113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "818a1bd7b7394194a85163c8d95958a9",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.7380,0.5926> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "C, Explanation: The object is a black small sedan and is moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290858178113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "818a1bd7b7394194a85163c8d95958a9",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.7380,0.5926> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black small sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290858178113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "818a1bd7b7394194a85163c8d95958a9",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what object should the ego vehicle notice first when getting to the next possible location, and what actions should it take?",
    "answer": "Firstly, notice that black small car at left camera. The object is stationary, so the ego vehicle should turn left. Secondly, notice that black small sedan at back camera. The object is going ahead, so the ego vehicle should turn left. Thirdly, notice that black SUV at left rear camera. The object is stationary, so the ego vehicle should turn left.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290858178113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "818a1bd7b7394194a85163c8d95958a9",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Turn left, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290858178113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "818a1bd7b7394194a85163c8d95958a9",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.7380,0.5926> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to turn left. The reason is that there is no safety issue, which is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290858178113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "818a1bd7b7394194a85163c8d95958a9",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is rainy and overcast, with significant lens obstacle corruption affecting visibility. The road is wet, and there are several vehicles parked along the street. A black small sedan is moving behind the ego vehicle, identified at coordinates <c1,CAM_BACK,0.7380,0.5926>. A black SUV is stationary to the back left, at <c2,CAM_BACK_LEFT,0.1906,0.6426>. A black small car is stationary to the front left, at <c3,CAM_FRONT_LEFT,0.7547,0.5703>. The visibility is compromised, requiring cautious navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290858178113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "cc0114d0a58a49548f5bac6786851a08",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bit error. B. Dark. C. Color quant. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290861278113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "cc0114d0a58a49548f5bac6786851a08",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290861278113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "cc0114d0a58a49548f5bac6786851a08",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the back of the ego vehicle, a black sedan to the front of the ego vehicle, a silver white pickup truck to the front left of the ego vehicle, a black sedan car to the front left of the ego vehicle, a black SUV to the front right of the ego vehicle, and a black sedan to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.8026,0.6222>, <c2,CAM_FRONT,0.8359,0.6167>, <c3,CAM_FRONT_LEFT,0.6120,0.6083>, <c4,CAM_FRONT_LEFT,0.8489,0.5852>, <c5,CAM_FRONT_RIGHT,0.2016,0.7249>, and <c6,CAM_FRONT_LEFT,0.2318,0.7176>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290861278113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "cc0114d0a58a49548f5bac6786851a08",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.8026,0.6222> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a black car moving to the left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290861278113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "cc0114d0a58a49548f5bac6786851a08",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.8026,0.6222> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a moving black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290861278113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "cc0114d0a58a49548f5bac6786851a08",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290861278113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "cc0114d0a58a49548f5bac6786851a08",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.8026,0.6222> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290861278113.jpg"
    }
  },
  {
    "scene_token": "08be42eb2186411d8e2201225329f1c6",
    "frame_token": "cc0114d0a58a49548f5bac6786851a08",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a rainy urban street with reduced visibility due to lens obstacle corruption. Key objects include a moving black car behind the ego vehicle, a stationary black sedan in front, and a silver white pickup truck to the front left. Additionally, there is a black sedan car to the front left, a black SUV to the front right, and another black sedan to the front left. The scene is obscured by blurred patches, affecting the clarity of these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290861278113.jpg"
    }
  },
  {
    "scene_token": "d033fb0d79ea42b9a356fa5162172598",
    "frame_token": "36b3908ee5e64c4883a5a4b8980f5238",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Saturate. C. Bit error. D. Motion blur",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297248778113.jpg"
    }
  },
  {
    "scene_token": "d033fb0d79ea42b9a356fa5162172598",
    "frame_token": "36b3908ee5e64c4883a5a4b8980f5238",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297248778113.jpg"
    }
  },
  {
    "scene_token": "d033fb0d79ea42b9a356fa5162172598",
    "frame_token": "36b3908ee5e64c4883a5a4b8980f5238",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black SUV to the back of the ego vehicle, a white car to the front of the ego vehicle, a yellow bus to the back of the ego vehicle, and a black car to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.6261,0.6806>, <c2,CAM_FRONT,0.0427,0.6028>, <c3,CAM_BACK,0.0089,0.4870>, and <c4,CAM_FRONT_RIGHT,0.1594,0.5953>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297248778113.jpg"
    }
  },
  {
    "scene_token": "d033fb0d79ea42b9a356fa5162172598",
    "frame_token": "36b3908ee5e64c4883a5a4b8980f5238",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.6261,0.6806> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a black SUV moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297248778113.jpg"
    }
  },
  {
    "scene_token": "d033fb0d79ea42b9a356fa5162172598",
    "frame_token": "36b3908ee5e64c4883a5a4b8980f5238",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.6261,0.6806> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, and the corruption does not change this.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297248778113.jpg"
    }
  },
  {
    "scene_token": "d033fb0d79ea42b9a356fa5162172598",
    "frame_token": "36b3908ee5e64c4883a5a4b8980f5238",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.6261,0.6806> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to turn left because the object has little reference value for the ego vehicle, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297248778113.jpg"
    }
  },
  {
    "scene_token": "d033fb0d79ea42b9a356fa5162172598",
    "frame_token": "36b3908ee5e64c4883a5a4b8980f5238",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed and turn left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297248778113.jpg"
    }
  },
  {
    "scene_token": "d033fb0d79ea42b9a356fa5162172598",
    "frame_token": "36b3908ee5e64c4883a5a4b8980f5238",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is urban with wet roads, indicating recent rain. The lens obstacle corruption affects visibility, particularly in the front camera. Key objects include a black SUV moving behind the ego vehicle, a stationary white car in front, a stationary yellow bus also behind, and a stationary black car to the front right. These objects are positioned at coordinates <c1,CAM_BACK,0.6261,0.6806>, <c2,CAM_FRONT,0.0427,0.6028>, <c3,CAM_BACK,0.0089,0.4870>, and <c4,CAM_FRONT_RIGHT,0.1594,0.5953> respectively.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297248778113.jpg"
    }
  },
  {
    "scene_token": "bc4fd5a05a004333b9411754630f4cba",
    "frame_token": "f317f943545d4e3086bf375c93ff8dff",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Rain. C. Zoom blur. D. Sensor failure",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915264927813.jpg"
    }
  },
  {
    "scene_token": "bc4fd5a05a004333b9411754630f4cba",
    "frame_token": "f317f943545d4e3086bf375c93ff8dff",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915264927813.jpg"
    }
  },
  {
    "scene_token": "bc4fd5a05a004333b9411754630f4cba",
    "frame_token": "f317f943545d4e3086bf375c93ff8dff",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_LEFT,0.5172,0.5481> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a brown Jeep moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915264927813.jpg"
    }
  },
  {
    "scene_token": "bc4fd5a05a004333b9411754630f4cba",
    "frame_token": "f317f943545d4e3086bf375c93ff8dff",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a brown Jeep to the front left of the ego vehicle, a white van to the front of the ego vehicle, and a black sedan to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.5172,0.5481>, <c2,CAM_FRONT,0.5583,0.5074>, and <c3,CAM_FRONT_RIGHT,0.3747,0.7290>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915264927813.jpg"
    }
  },
  {
    "scene_token": "bc4fd5a05a004333b9411754630f4cba",
    "frame_token": "f317f943545d4e3086bf375c93ff8dff",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that black sedan at right camera. The object is stationary, so the ego vehicle should turn left. Secondly, notice that brown jeep at left camera. The object is moving forward, so the ego vehicle should turn left. Thirdly, notice that white van at front camera. The object is stationary, so the ego vehicle should turn left. The lens obstacle corruption does not change the order of noticing these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915264927813.jpg"
    }
  },
  {
    "scene_token": "bc4fd5a05a004333b9411754630f4cba",
    "frame_token": "f317f943545d4e3086bf375c93ff8dff",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.5172,0.5481> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a brown Jeep, not a traffic sign or road barrier, and the corruption does not affect this identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915264927813.jpg"
    }
  },
  {
    "scene_token": "bc4fd5a05a004333b9411754630f4cba",
    "frame_token": "f317f943545d4e3086bf375c93ff8dff",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.5172,0.5481> considering the lens obstacle corruption?",
    "answer": "Moderate left turn. The lens obstacle corruption does not change this risk.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915264927813.jpg"
    }
  },
  {
    "scene_token": "bc4fd5a05a004333b9411754630f4cba",
    "frame_token": "f317f943545d4e3086bf375c93ff8dff",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.5172,0.5481> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high. The corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915264927813.jpg"
    }
  },
  {
    "scene_token": "bc4fd5a05a004333b9411754630f4cba",
    "frame_token": "f317f943545d4e3086bf375c93ff8dff",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban parking area with several vehicles parked and moving around. The lens obstacle corruption creates a blurred area in the center of the CAM_FRONT image, partially obscuring the white van. Key objects include a brown Jeep moving ahead to the front left, a stationary white van directly in front, and a black sedan to the front right. Despite the corruption, these objects remain identifiable, and their positions are noted as <c1,CAM_FRONT_LEFT,0.5172,0.5481>, <c2,CAM_FRONT,0.5583,0.5074>, and <c3,CAM_FRONT_RIGHT,0.3747,0.7290>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915264927813.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "378b6469011f452daf80371beb17c5aa",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Motion blur. B. Bit error. C. Lens obstacle. D. Fog",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729415428113.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "378b6469011f452daf80371beb17c5aa",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729415428113.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "378b6469011f452daf80371beb17c5aa",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a white truck to the front of the ego vehicle, a white bus to the back, a white pickup truck to the front, a golden car to the back right, a black sedan to the back left, and a no right turn sign to the front right. The IDs of these objects are <c1,CAM_FRONT,0.4089,0.5102>, <c2,CAM_BACK,0.5505,0.5453>, <c3,CAM_FRONT,0.6245,0.5496>, <c4,CAM_BACK_RIGHT,0.7442,0.6880>, <c5,CAM_BACK_LEFT,0.6891,0.6713>, and <c6,CAM_FRONT_RIGHT,0.0739,0.5237>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729415428113.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "378b6469011f452daf80371beb17c5aa",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.4089,0.5102> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a white truck moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729415428113.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "378b6469011f452daf80371beb17c5aa",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.4089,0.5102> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729415428113.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "378b6469011f452daf80371beb17c5aa",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Accelerate and proceed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729415428113.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "378b6469011f452daf80371beb17c5aa",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.4089,0.5102> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to decelerate gradually without braking. The reason for taking this action is to avoid a collision, which has a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729415428113.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "378b6469011f452daf80371beb17c5aa",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with construction sites and traffic cones visible. The lens obstacle corruption creates blurred areas in the images, particularly affecting the central parts. Key objects include a white truck moving ahead in the CAM_FRONT view, a white bus moving behind in the CAM_BACK view, and a white pickup truck also moving ahead. Stationary vehicles include a golden car to the back right and a black sedan to the back left. A no right turn sign is visible to the front right. These objects are positioned at coordinates <c1,CAM_FRONT,0.4089,0.5102>, <c2,CAM_BACK,0.5505,0.5453>, <c3,CAM_FRONT,0.6245,0.5496>, <c4,CAM_BACK_RIGHT,0.7442,0.6880>, <c5,CAM_BACK_LEFT,0.6891,0.6713>, and <c6,CAM_FRONT_RIGHT,0.0739,0.5237>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729415428113.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "344756cb198944cea21f886bd859136b",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bit error. B. Image compression. C. Lens obstacle. D. Bright",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729398378117.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "344756cb198944cea21f886bd859136b",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729398378117.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "344756cb198944cea21f886bd859136b",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.6999,0.7006> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a black SUV, and despite the corruption, it is turning right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729398378117.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "344756cb198944cea21f886bd859136b",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black SUV to the front right of the ego vehicle, a black car to the front right of the ego vehicle, a white truck to the front of the ego vehicle, a white bus to the back of the ego vehicle, a black sedan to the front of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.6999,0.7006>, <c2,CAM_FRONT_RIGHT,0.2199,0.6148>, <c3,CAM_FRONT,0.3266,0.5370>, <c4,CAM_BACK,0.4442,0.5436>, <c5,CAM_FRONT,0.1609,0.6491>, and <c6,CAM_FRONT,0.5766,0.3392>. Despite the corruption, these objects are still identifiable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729398378117.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "344756cb198944cea21f886bd859136b",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.6999,0.7006> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, even with the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729398378117.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "344756cb198944cea21f886bd859136b",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the left, and slightly offset to the right. The corruption does not significantly alter the safe actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729398378117.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "344756cb198944cea21f886bd859136b",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.6999,0.7006> considering lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed because there is no safety issue. The probability is high, as the corruption does not obscure the SUV's movement.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729398378117.jpg"
    }
  },
  {
    "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e",
    "frame_token": "344756cb198944cea21f886bd859136b",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is a busy urban intersection with several vehicles and a green traffic light. Despite the lens obstacle corruption, key objects are identifiable: a black SUV is moving to the front right, a black car is also to the front right, a white truck is ahead, a white bus is behind, and a black sedan is in front. The green light is visible, indicating the ego vehicle can proceed. The corruption affects the central view but does not obscure critical objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729398378117.jpg"
    }
  },
  {
    "scene_token": "af128e79b77a4a4b8bfcd997c320b2a9",
    "frame_token": "73376e2fc5d34c758cc155facd35fffa",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Water splash. B. Motion blur. C. Lens obstacle. D. Color quant",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202205627893.jpg"
    }
  },
  {
    "scene_token": "af128e79b77a4a4b8bfcd997c320b2a9",
    "frame_token": "73376e2fc5d34c758cc155facd35fffa",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202205627893.jpg"
    }
  },
  {
    "scene_token": "af128e79b77a4a4b8bfcd997c320b2a9",
    "frame_token": "73376e2fc5d34c758cc155facd35fffa",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the front of the ego vehicle, a silver sedan to the front left of the ego vehicle, and a blue car to the back left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4427,0.5389>, <c2,CAM_FRONT_LEFT,0.4088,0.7663>, and <c3,CAM_BACK_LEFT,0.2036,0.7519>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202205627893.jpg"
    }
  },
  {
    "scene_token": "af128e79b77a4a4b8bfcd997c320b2a9",
    "frame_token": "73376e2fc5d34c758cc155facd35fffa",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.4427,0.5389> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a black car moving ahead, and the lens obstacle does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202205627893.jpg"
    }
  },
  {
    "scene_token": "af128e79b77a4a4b8bfcd997c320b2a9",
    "frame_token": "73376e2fc5d34c758cc155facd35fffa",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that black car at front camera. The object is going ahead, so the ego vehicle should continue going ahead at the same speed. Secondly, notice that silver sedan at left camera. The object is stationary, so the ego vehicle should continue going ahead at the same speed. Thirdly, notice that blue car at left rear camera. The object is stationary, so the ego vehicle should continue going ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202205627893.jpg"
    }
  },
  {
    "scene_token": "af128e79b77a4a4b8bfcd997c320b2a9",
    "frame_token": "73376e2fc5d34c758cc155facd35fffa",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.4427,0.5389> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, and the lens obstacle does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202205627893.jpg"
    }
  },
  {
    "scene_token": "af128e79b77a4a4b8bfcd997c320b2a9",
    "frame_token": "73376e2fc5d34c758cc155facd35fffa",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.4427,0.5389> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is low.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202205627893.jpg"
    }
  },
  {
    "scene_token": "af128e79b77a4a4b8bfcd997c320b2a9",
    "frame_token": "73376e2fc5d34c758cc155facd35fffa",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.4427,0.5389> considering the lens obstacle corruption?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202205627893.jpg"
    }
  },
  {
    "scene_token": "af128e79b77a4a4b8bfcd997c320b2a9",
    "frame_token": "73376e2fc5d34c758cc155facd35fffa",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a road with buildings on both sides. The CAM_FRONT image is significantly blurred due to lens obstacle corruption, affecting visibility. Key objects include a black car moving ahead in the CAM_FRONT image, a stationary silver sedan in the CAM_FRONT_LEFT image, and a stationary blue car in the CAM_BACK_LEFT image. Despite the corruption, the ego vehicle can identify these objects and maintain its course.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202205627893.jpg"
    }
  },
  {
    "scene_token": "78c5f7d7b547483c906d8524a8c3190f",
    "frame_token": "4c4e1e94e1364ef5a3c390d97be19ee1",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Sensor failure. C. Lens obstacle. D. Rain",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153707428136.jpg"
    }
  },
  {
    "scene_token": "78c5f7d7b547483c906d8524a8c3190f",
    "frame_token": "4c4e1e94e1364ef5a3c390d97be19ee1",
    "question_type": "robust_qas",
    "question": "Which camera image shows the most significant lens obstacle corruption?",
    "answer": "The image from CAM_BACK_LEFT shows the most significant lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153707428136.jpg"
    }
  },
  {
    "scene_token": "78c5f7d7b547483c906d8524a8c3190f",
    "frame_token": "4c4e1e94e1364ef5a3c390d97be19ee1",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a red car to the front right of the ego vehicle, a black sedan to the back left of the ego vehicle, a black sedan to the back of the ego vehicle, and a pedestrian crossing line to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.3661,0.6759>, <c2,CAM_BACK_LEFT,0.3286,0.5861>, <c3,CAM_BACK,0.4536,0.5361>, and <c4,CAM_FRONT,0.3468,0.8866>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153707428136.jpg"
    }
  },
  {
    "scene_token": "78c5f7d7b547483c906d8524a8c3190f",
    "frame_token": "4c4e1e94e1364ef5a3c390d97be19ee1",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK_LEFT,0.3286,0.5861> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a black sedan moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153707428136.jpg"
    }
  },
  {
    "scene_token": "78c5f7d7b547483c906d8524a8c3190f",
    "frame_token": "4c4e1e94e1364ef5a3c390d97be19ee1",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.3661,0.6759> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a red car, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153707428136.jpg"
    }
  },
  {
    "scene_token": "78c5f7d7b547483c906d8524a8c3190f",
    "frame_token": "4c4e1e94e1364ef5a3c390d97be19ee1",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153707428136.jpg"
    }
  },
  {
    "scene_token": "78c5f7d7b547483c906d8524a8c3190f",
    "frame_token": "4c4e1e94e1364ef5a3c390d97be19ee1",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.3661,0.6759> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed because there is no safety issue. The probability of this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153707428136.jpg"
    }
  },
  {
    "scene_token": "78c5f7d7b547483c906d8524a8c3190f",
    "frame_token": "4c4e1e94e1364ef5a3c390d97be19ee1",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene shows an urban street environment with a significant lens obstacle corruption affecting visibility in some areas. To the front right, there is a stationary red car near the Innovation and Design building. A black sedan is moving to the back left of the ego vehicle, and another black sedan is moving directly behind. The pedestrian crossing line is visible in front of the ego vehicle. Despite the corruption, the key objects remain identifiable, ensuring safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153707428136.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "751b62e2666e4144a1660fb962b2bd67",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Water splash. B. Bit error. C. Sensor failure. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986128427893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "751b62e2666e4144a1660fb962b2bd67",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_RIGHT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986128427893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "751b62e2666e4144a1660fb962b2bd67",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a yellow sedan to the back of the ego vehicle, a person riding a motorcycle to the back right of the ego vehicle, a yellow bus to the front right of the ego vehicle, and a yellow roadblock to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.6323,0.6314>, <c2,CAM_BACK_RIGHT,0.5146,0.7500>, <c3,CAM_FRONT_RIGHT,0.7364,0.4342>, and <c4,CAM_FRONT,0.9389,0.3974>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986128427893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "751b62e2666e4144a1660fb962b2bd67",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.6323,0.6314> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a yellow sedan moving straight ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986128427893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "751b62e2666e4144a1660fb962b2bd67",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.6323,0.6314> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a yellow sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986128427893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "751b62e2666e4144a1660fb962b2bd67",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.6323,0.6314> considering the lens obstacle corruption?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986128427893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "751b62e2666e4144a1660fb962b2bd67",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.6323,0.6314> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986128427893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "751b62e2666e4144a1660fb962b2bd67",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a road with several vehicles and a roadblock. A yellow sedan is moving behind the ego vehicle, positioned at coordinates <c1,CAM_BACK,0.6323,0.6314>. A person on a motorcycle is to the back right, at <c2,CAM_BACK_RIGHT,0.5146,0.7500>. A yellow bus is visible to the front right at <c3,CAM_FRONT_RIGHT,0.7364,0.4342>, and a yellow roadblock is directly in front at <c4,CAM_FRONT,0.9389,0.3974>. The lens obstacle corruption affects visibility, particularly in the CAM_FRONT_RIGHT image, making it challenging to see details in that area.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986128427893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "ed0dcc79c3eb4a1e83b9ecece71cb499",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bit error. B. Lens obstacle. C. Sensor failure. D. Image compression",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986133877893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "ed0dcc79c3eb4a1e83b9ecece71cb499",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The third image (CAM_FRONT) is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986133877893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "ed0dcc79c3eb4a1e83b9ecece71cb499",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a black sedan to the back of the ego vehicle, a black sedan to the front of the ego vehicle, and a pedestrian wearing black shorts to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5104,0.6028>, <c2,CAM_FRONT,0.6188,0.5519>, and <c3,CAM_FRONT,0.3104,0.5842>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986133877893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "ed0dcc79c3eb4a1e83b9ecece71cb499",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5104,0.6028> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "C, Explanation: The object is a moving black sedan, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986133877893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "ed0dcc79c3eb4a1e83b9ecece71cb499",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what object should the ego vehicle notice first when getting to the next possible location, and what action should it take?",
    "answer": "Firstly, notice the pedestrian wearing black shorts at the front camera. The object is going ahead, so the ego vehicle should continue going ahead at the same speed. Secondly, notice the black sedan at the front camera. The object is stationary, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice the black sedan at the back camera. The object is going ahead, so the ego vehicle should continue going ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986133877893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "ed0dcc79c3eb4a1e83b9ecece71cb499",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5104,0.6028> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a moving black sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986133877893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "ed0dcc79c3eb4a1e83b9ecece71cb499",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5104,0.6028>?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986133877893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "ed0dcc79c3eb4a1e83b9ecece71cb499",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.5104,0.6028> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to avoid a collision, which is high in probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986133877893.jpg"
    }
  },
  {
    "scene_token": "cf652a711c8e40209132036a95162fed",
    "frame_token": "ed0dcc79c3eb4a1e83b9ecece71cb499",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a road with a black sedan approaching from the front and another black sedan moving behind the ego vehicle. A pedestrian wearing black shorts is visible in front of the vehicle. The lens obstacle corruption creates a blurred area in the center of some images, particularly affecting the view of the road and surrounding buildings. Despite the corruption, the key objects remain identifiable, with the black sedan at the back located at coordinates <c1,CAM_BACK,0.5104,0.6028>, the stationary black sedan at the front at <c2,CAM_FRONT,0.6188,0.5519>, and the pedestrian at <c3,CAM_FRONT,0.3104,0.5842>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986133877893.jpg"
    }
  },
  {
    "scene_token": "126aa95f38b649fa857d48672c8ad808",
    "frame_token": "71374b6b989e4000bfe6f5d70052c378",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. Rain. C. Lens obstacle. D. Dark",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193424927893.jpg"
    }
  },
  {
    "scene_token": "126aa95f38b649fa857d48672c8ad808",
    "frame_token": "71374b6b989e4000bfe6f5d70052c378",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193424927893.jpg"
    }
  },
  {
    "scene_token": "126aa95f38b649fa857d48672c8ad808",
    "frame_token": "71374b6b989e4000bfe6f5d70052c378",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a pedestrian to the front left of the ego vehicle, a silver sedan to the front of the ego vehicle, a sedan to the back of the ego vehicle, and a pedestrian to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.3614,0.6241>, <c2,CAM_FRONT,0.5558,0.5778>, <c3,CAM_BACK,0.5672,0.5824>, and <c4,CAM_FRONT,0.0703,0.5620>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193424927893.jpg"
    }
  },
  {
    "scene_token": "126aa95f38b649fa857d48672c8ad808",
    "frame_token": "71374b6b989e4000bfe6f5d70052c378",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_LEFT,0.3614,0.6241> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a pedestrian moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193424927893.jpg"
    }
  },
  {
    "scene_token": "126aa95f38b649fa857d48672c8ad808",
    "frame_token": "71374b6b989e4000bfe6f5d70052c378",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.3614,0.6241> a traffic sign or a road barrier, considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a moving pedestrian.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193424927893.jpg"
    }
  },
  {
    "scene_token": "126aa95f38b649fa857d48672c8ad808",
    "frame_token": "71374b6b989e4000bfe6f5d70052c378",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.3614,0.6241> considering the lens obstacle corruption?",
    "answer": "Slight left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193424927893.jpg"
    }
  },
  {
    "scene_token": "126aa95f38b649fa857d48672c8ad808",
    "frame_token": "71374b6b989e4000bfe6f5d70052c378",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193424927893.jpg"
    }
  },
  {
    "scene_token": "126aa95f38b649fa857d48672c8ad808",
    "frame_token": "71374b6b989e4000bfe6f5d70052c378",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is captured during dusk with limited visibility due to lens obstacle corruption affecting several camera views. The CAM_FRONT image shows a silver sedan moving ahead, partially obscured by the corruption. To the front left, a pedestrian is moving along the sidewalk. Behind the ego vehicle, another sedan is visible. The CAM_FRONT_LEFT image captures another pedestrian moving, though visibility is compromised. The environment is urban with streetlights and buildings lining the road.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193424927893.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "5292f0009e4644acb946f0a9eaae4e37",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Color quant. C. Snow. D. Bit error",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490007278113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "5292f0009e4644acb946f0a9eaae4e37",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The fourth camera image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490007278113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "5292f0009e4644acb946f0a9eaae4e37",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a silver white pickup truck to the back of the ego vehicle, a black commercial vehicle to the back of the ego vehicle, a black SUV to the front of the ego vehicle, a pedestrian wearing an orange shirt to the front right of the ego vehicle, and a red light to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.8781,0.6120>, <c2,CAM_BACK,0.4688,0.6389>, <c3,CAM_FRONT,0.3958,0.5722>, <c4,CAM_FRONT_RIGHT,0.3255,0.5917>, and <c5,CAM_FRONT_RIGHT,0.0428,0.3679>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490007278113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "5292f0009e4644acb946f0a9eaae4e37",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.8781,0.6120> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a silver white pickup truck moving ahead, and the lens obstacle does not obscure its movement.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490007278113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "5292f0009e4644acb946f0a9eaae4e37",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.8781,0.6120> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a silver white pickup truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490007278113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "5292f0009e4644acb946f0a9eaae4e37",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.8781,0.6120> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490007278113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "5292f0009e4644acb946f0a9eaae4e37",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490007278113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "5292f0009e4644acb946f0a9eaae4e37",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is set in an urban environment with several tall buildings surrounding the road. The lens obstacle corruption affects the visibility in some camera images, particularly blurring the central area. Key objects include a silver white pickup truck moving behind the ego vehicle, a black commercial vehicle also behind, a stationary black SUV in front, a pedestrian wearing an orange shirt moving to the front right, and a red light at the intersection. Despite the corruption, the ego vehicle can still identify these objects and their positions, allowing for cautious navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490007278113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "8ae837b713ca4c17b150a15e6fcdaa49",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bright. B. Fog. C. Lens obstacle. D. Motion blur",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "8ae837b713ca4c17b150a15e6fcdaa49",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_RIGHT is most affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "8ae837b713ca4c17b150a15e6fcdaa49",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.4750,0.5917> under lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "C, Explanation: The object is a white SUV moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "8ae837b713ca4c17b150a15e6fcdaa49",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black SUV to the front of the ego vehicle, a white SUV to the back of the ego vehicle, a pedestrian to the front of the ego vehicle, a silver sedan to the back right of the ego vehicle, and a silver SUV to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4854,0.5722>, <c2,CAM_BACK,0.4750,0.5917>, <c3,CAM_FRONT,0.5214,0.6203>, <c4,CAM_BACK_RIGHT,0.3036,0.7703>, and <c5,CAM_FRONT_RIGHT,0.1563,0.6963>. Despite the corruption, these objects remain identifiable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "8ae837b713ca4c17b150a15e6fcdaa49",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.4854,0.5722> a traffic sign or a road barrier under lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black SUV, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "8ae837b713ca4c17b150a15e6fcdaa49",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.4854,0.5722> considering lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to slightly offset to the left in maneuvering. The reason is to avoid a collision, which has a high probability, even under corruption conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "8ae837b713ca4c17b150a15e6fcdaa49",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.4854,0.5722> under lens obstacle corruption?",
    "answer": "Accelerate and go straight. The corruption does not alter the risk of collision with the black SUV.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg"
    }
  },
  {
    "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab",
    "frame_token": "8ae837b713ca4c17b150a15e6fcdaa49",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is urban with multiple vehicles and pedestrians. The CAM_FRONT_RIGHT image is heavily affected by lens obstacle corruption, blurring the view. Key objects include a stationary black SUV at the front, a moving white SUV at the back, a stationary pedestrian at the front, a stationary silver sedan at the back right, and a stationary silver SUV at the front right. Despite the corruption, these objects are positioned at coordinates <c1,CAM_FRONT,0.4854,0.5722>, <c2,CAM_BACK,0.4750,0.5917>, <c3,CAM_FRONT,0.5214,0.6203>, <c4,CAM_BACK_RIGHT,0.3036,0.7703>, and <c5,CAM_FRONT_RIGHT,0.1563,0.6963>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490017778113.jpg"
    }
  },
  {
    "scene_token": "1fbcc26ebf6948bb964d3ae74939e8ea",
    "frame_token": "03d203bc6766450dbd430d425c9b3447",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Zoom blur. C. Fog. D. Color quant",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg"
    }
  },
  {
    "scene_token": "1fbcc26ebf6948bb964d3ae74939e8ea",
    "frame_token": "03d203bc6766450dbd430d425c9b3447",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The third camera image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg"
    }
  },
  {
    "scene_token": "1fbcc26ebf6948bb964d3ae74939e8ea",
    "frame_token": "03d203bc6766450dbd430d425c9b3447",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c1,CAM_FRONT,0.3042,0.5408>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a white sedan moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg"
    }
  },
  {
    "scene_token": "1fbcc26ebf6948bb964d3ae74939e8ea",
    "frame_token": "03d203bc6766450dbd430d425c9b3447",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white sedan to the front of the ego vehicle, a white traffic sign to the front of the ego vehicle, and a white SUV to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3042,0.5408>, <c2,CAM_FRONT,0.3073,0.5941>, and <c3,CAM_FRONT,0.2708,0.5396>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg"
    }
  },
  {
    "scene_token": "1fbcc26ebf6948bb964d3ae74939e8ea",
    "frame_token": "03d203bc6766450dbd430d425c9b3447",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what object should the ego vehicle notice first when the ego vehicle is getting to the next possible location? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice the white traffic sign at the front camera. It is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice the white SUV at the front camera. It is going ahead, so the ego vehicle should continue ahead at the same speed. Thirdly, notice the white sedan at the front camera. It is going ahead, so the ego vehicle should continue ahead at the same speed. The corruption does not affect the order of noticing these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg"
    }
  },
  {
    "scene_token": "1fbcc26ebf6948bb964d3ae74939e8ea",
    "frame_token": "03d203bc6766450dbd430d425c9b3447",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, is <c1,CAM_FRONT,0.3042,0.5408> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a white sedan, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg"
    }
  },
  {
    "scene_token": "1fbcc26ebf6948bb964d3ae74939e8ea",
    "frame_token": "03d203bc6766450dbd430d425c9b3447",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the right. The corruption does not affect the safety of this action.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg"
    }
  },
  {
    "scene_token": "1fbcc26ebf6948bb964d3ae74939e8ea",
    "frame_token": "03d203bc6766450dbd430d425c9b3447",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3042,0.5408>?",
    "answer": "Slight right turn. The corruption does not change the risk of this action.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg"
    }
  },
  {
    "scene_token": "1fbcc26ebf6948bb964d3ae74939e8ea",
    "frame_token": "03d203bc6766450dbd430d425c9b3447",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a suburban street with several buildings and trees lining the road. The lens obstacle corruption creates a blurred area in the center of some images, obscuring parts of the scene. Key objects include a white sedan moving ahead at coordinates <c1,CAM_FRONT,0.3042,0.5408>, a white traffic sign at <c2,CAM_FRONT,0.3073,0.5941>, and a white SUV at <c3,CAM_FRONT,0.2708,0.5396>. Despite the corruption, these objects remain identifiable and crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114270177893.jpg"
    }
  },
  {
    "scene_token": "4284a8d9b40d42edb9725543db91381e",
    "frame_token": "81bb51133a85471cbf2949c6b279b65a",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Dark. B. Saturate. C. Water splash. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg"
    }
  },
  {
    "scene_token": "4284a8d9b40d42edb9725543db91381e",
    "frame_token": "81bb51133a85471cbf2949c6b279b65a",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg"
    }
  },
  {
    "scene_token": "4284a8d9b40d42edb9725543db91381e",
    "frame_token": "81bb51133a85471cbf2949c6b279b65a",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a traffic police wearing black pants to the front right of the ego vehicle, a gray sedan to the front right of the ego vehicle, a silver sedan to the back left of the ego vehicle, a white SUV to the front of the ego vehicle, and a white truck to the back right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.8344,0.6676>, <c2,CAM_FRONT_RIGHT,0.2250,0.6176>, <c3,CAM_BACK_LEFT,0.7661,0.6352>, <c4,CAM_FRONT,0.7172,0.5519>, and <c5,CAM_BACK_RIGHT,0.5964,0.5158>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg"
    }
  },
  {
    "scene_token": "4284a8d9b40d42edb9725543db91381e",
    "frame_token": "81bb51133a85471cbf2949c6b279b65a",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.8344,0.6676> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a traffic police wearing black pants and is moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg"
    }
  },
  {
    "scene_token": "4284a8d9b40d42edb9725543db91381e",
    "frame_token": "81bb51133a85471cbf2949c6b279b65a",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.8344,0.6676> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a traffic police wearing black pants, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg"
    }
  },
  {
    "scene_token": "4284a8d9b40d42edb9725543db91381e",
    "frame_token": "81bb51133a85471cbf2949c6b279b65a",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the left, turn left, and decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg"
    }
  },
  {
    "scene_token": "4284a8d9b40d42edb9725543db91381e",
    "frame_token": "81bb51133a85471cbf2949c6b279b65a",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.8344,0.6676> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to turn left, the reason is to avoid a collision with the vehicle detected by the front right camera at a distance of 1335.0 meters and a relative speed of 600.8 m/s, and the probability of taking this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg"
    }
  },
  {
    "scene_token": "4284a8d9b40d42edb9725543db91381e",
    "frame_token": "81bb51133a85471cbf2949c6b279b65a",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is captured under lens obstacle corruption, which affects visibility in certain areas of the images. A traffic police wearing black pants is visible to the front right, directing traffic. A gray sedan is moving in the same direction as the ego vehicle, also to the front right. Behind the ego vehicle, a silver sedan is stationary to the back left. Directly in front, a white SUV is stationary, and a white truck is moving to the back right. The lens obstacle creates blurred areas, particularly affecting the central parts of the images, making it challenging to perceive some details.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728831378113.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "672026f4880e440da4aff8367d289745",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bit error. B. Dark. C. Fog. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "672026f4880e440da4aff8367d289745",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "672026f4880e440da4aff8367d289745",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c2,CAM_BACK,0.7229,0.5620>? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a silver sedan moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "672026f4880e440da4aff8367d289745",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white obstacle to the front right of the ego vehicle, a silver sedan to the back of the ego vehicle, a black car to the front of the ego vehicle, a cone-shaped barrier to the back of the ego vehicle, and a walking person to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.5864,0.8241>, <c2,CAM_BACK,0.7229,0.5620>, <c3,CAM_FRONT,0.5859,0.5509>, <c4,CAM_BACK,0.2989,0.7417>, and <c5,CAM_FRONT_LEFT,0.5708,0.5287>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "672026f4880e440da4aff8367d289745",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, is <c1,CAM_FRONT_RIGHT,0.5864,0.8241> a traffic sign or a road barrier?",
    "answer": "Yes, Explanation: The object is a white obstacle, likely a road barrier, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "672026f4880e440da4aff8367d289745",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions could the ego vehicle take based on <c2,CAM_BACK,0.7229,0.5620>? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "672026f4880e440da4aff8367d289745",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c2,CAM_BACK,0.7229,0.5620>?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "672026f4880e440da4aff8367d289745",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is partially obscured by lens obstacle corruption, creating a blurred effect in the center of several camera images. Despite this, key objects are identifiable: a white obstacle is located to the front right, a silver sedan is moving behind the ego vehicle, a black car is ahead, a cone-shaped barrier is behind, and a pedestrian is walking to the front left. The environment includes urban elements like buildings and trees, with some areas more affected by the blur than others.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931882177916.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "348064aa35124ca080e3d52057f13005",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Rain. B. Lens obstacle. C. Motion blur. D. Bright",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "348064aa35124ca080e3d52057f13005",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The second camera image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "348064aa35124ca080e3d52057f13005",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a red and white traffic cone to the front of the ego vehicle, a gray sedan to the back of the ego vehicle, a red and white traffic cone to the front right of the ego vehicle, a red and white traffic cone to the front left of the ego vehicle, and a worker wearing a yellow helmet to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3849,0.7139>, <c2,CAM_BACK,0.3231,0.6787>, <c3,CAM_FRONT_RIGHT,0.0661,0.6852>, <c4,CAM_FRONT_LEFT,0.6864,0.6694>, and <c5,CAM_FRONT,0.5989,0.5111>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "348064aa35124ca080e3d52057f13005",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.3231,0.6787> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "B, Explanation: The object is a gray sedan moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "348064aa35124ca080e3d52057f13005",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.3849,0.7139> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "Yes, Explanation: The object is a red and white traffic cone, which acts as a road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "348064aa35124ca080e3d52057f13005",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c2,CAM_BACK,0.3231,0.6787> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "348064aa35124ca080e3d52057f13005",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, decelerate gradually without braking, turn left, and slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg"
    }
  },
  {
    "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6",
    "frame_token": "348064aa35124ca080e3d52057f13005",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene shows a road with construction barriers and traffic cones, indicating ongoing roadwork. The lens obstacle corruption affects the central view, making it difficult to see clearly. To the front, there's a red and white traffic cone at coordinates <c1,CAM_FRONT,0.3849,0.7139>. A gray sedan is moving behind the ego vehicle at <c2,CAM_BACK,0.3231,0.6787>. On the front right and left, there are additional traffic cones at <c3,CAM_FRONT_RIGHT,0.0661,0.6852> and <c4,CAM_FRONT_LEFT,0.6864,0.6694>. A worker wearing a yellow helmet is visible at <c5,CAM_FRONT,0.5989,0.5111>, indicating the presence of pedestrians.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg"
    }
  },
  {
    "scene_token": "0e247ba64b9d4a34a7256b6c173b1b5d",
    "frame_token": "2700a5b22cd14a0c81d452873d6d49d7",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Sensor failure. B. Lens obstacle. C. Rain. D. Fog",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg"
    }
  },
  {
    "scene_token": "0e247ba64b9d4a34a7256b6c173b1b5d",
    "frame_token": "2700a5b22cd14a0c81d452873d6d49d7",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from the CAM_FRONT_RIGHT is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg"
    }
  },
  {
    "scene_token": "0e247ba64b9d4a34a7256b6c173b1b5d",
    "frame_token": "2700a5b22cd14a0c81d452873d6d49d7",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the front left of the ego vehicle, a silver sedan to the back of the ego vehicle, and a white truck to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.3613,0.4337>, <c2,CAM_BACK,0.6126,0.7140>, and <c3,CAM_FRONT_RIGHT,0.1589,0.4852>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg"
    }
  },
  {
    "scene_token": "0e247ba64b9d4a34a7256b6c173b1b5d",
    "frame_token": "2700a5b22cd14a0c81d452873d6d49d7",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_LEFT,0.3613,0.4337> under the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a white truck moving ahead, and the lens obstacle does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg"
    }
  },
  {
    "scene_token": "0e247ba64b9d4a34a7256b6c173b1b5d",
    "frame_token": "2700a5b22cd14a0c81d452873d6d49d7",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that white truck at left camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly, notice that white truck at right camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice that silver sedan at back camera. The object is turning left, so the ego vehicle should keep going ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg"
    }
  },
  {
    "scene_token": "0e247ba64b9d4a34a7256b6c173b1b5d",
    "frame_token": "2700a5b22cd14a0c81d452873d6d49d7",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.3613,0.4337> a traffic sign or a road barrier under the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, and the lens obstacle does not change this classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg"
    }
  },
  {
    "scene_token": "0e247ba64b9d4a34a7256b6c173b1b5d",
    "frame_token": "2700a5b22cd14a0c81d452873d6d49d7",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.3613,0.4337> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to decelerate gradually without braking. The reason is to avoid a collision. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg"
    }
  },
  {
    "scene_token": "0e247ba64b9d4a34a7256b6c173b1b5d",
    "frame_token": "2700a5b22cd14a0c81d452873d6d49d7",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Slightly offset to the left, turn left safely.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg"
    }
  },
  {
    "scene_token": "0e247ba64b9d4a34a7256b6c173b1b5d",
    "frame_token": "2700a5b22cd14a0c81d452873d6d49d7",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is rainy with lens obstacle corruption affecting visibility. A white truck is moving to the front left of the ego vehicle at coordinates <c1,CAM_FRONT_LEFT,0.3613,0.4337>. A silver sedan is moving at the back of the ego vehicle at coordinates <c2,CAM_BACK,0.6126,0.7140>. Another white truck is moving to the front right at coordinates <c3,CAM_FRONT_RIGHT,0.1589,0.4852>. The lens obstacle creates blurred areas, particularly affecting the CAM_FRONT_RIGHT view.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299228378113.jpg"
    }
  },
  {
    "scene_token": "4431d97ea17044ad9c09c13d16684054",
    "frame_token": "3348c4c56bf44be1b5eb8146d900f081",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bit error. B. Lens obstacle. C. Bright. D. Color quant",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg"
    }
  },
  {
    "scene_token": "4431d97ea17044ad9c09c13d16684054",
    "frame_token": "3348c4c56bf44be1b5eb8146d900f081",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The fourth image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg"
    }
  },
  {
    "scene_token": "4431d97ea17044ad9c09c13d16684054",
    "frame_token": "3348c4c56bf44be1b5eb8146d900f081",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5948,0.5953> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a white sedan car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg"
    }
  },
  {
    "scene_token": "4431d97ea17044ad9c09c13d16684054",
    "frame_token": "3348c4c56bf44be1b5eb8146d900f081",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white sedan car to the back of the ego vehicle, a gray sedan to the back of the ego vehicle, and a gray-black sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5948,0.5953>, <c2,CAM_BACK,0.1163,0.6926>, and <c3,CAM_FRONT,0.1344,0.5000>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg"
    }
  },
  {
    "scene_token": "4431d97ea17044ad9c09c13d16684054",
    "frame_token": "3348c4c56bf44be1b5eb8146d900f081",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5948,0.5953> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier, and the corruption does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg"
    }
  },
  {
    "scene_token": "4431d97ea17044ad9c09c13d16684054",
    "frame_token": "3348c4c56bf44be1b5eb8146d900f081",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that gray-black sedan at front camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice that gray sedan at back camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Thirdly, notice that white sedan car at back camera. The object is moving ahead, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg"
    }
  },
  {
    "scene_token": "4431d97ea17044ad9c09c13d16684054",
    "frame_token": "3348c4c56bf44be1b5eb8146d900f081",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Slightly offset to the right, keep going at the same speed, and decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg"
    }
  },
  {
    "scene_token": "4431d97ea17044ad9c09c13d16684054",
    "frame_token": "3348c4c56bf44be1b5eb8146d900f081",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5948,0.5953> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg"
    }
  },
  {
    "scene_token": "4431d97ea17044ad9c09c13d16684054",
    "frame_token": "3348c4c56bf44be1b5eb8146d900f081",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a suburban area with several parked vehicles and trees lining the road. The lens obstacle corruption creates blurred areas in the images, particularly affecting the central parts. Key objects include a white sedan car moving behind the ego vehicle, a stationary gray sedan also behind, and a stationary gray-black sedan in front. Despite the corruption, the ego vehicle can still identify these objects and their positions, allowing for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662766527893.jpg"
    }
  },
  {
    "scene_token": "b829278aae2747959f2a95423455bbcb",
    "frame_token": "e962e335984b400c8239157c0982f435",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. H256 ABR compression. B. Snow. C. Fog. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg"
    }
  },
  {
    "scene_token": "b829278aae2747959f2a95423455bbcb",
    "frame_token": "e962e335984b400c8239157c0982f435",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg"
    }
  },
  {
    "scene_token": "b829278aae2747959f2a95423455bbcb",
    "frame_token": "e962e335984b400c8239157c0982f435",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c3,CAM_FRONT,0.6823,0.5602>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a pedestrian crossing the road, and the corruption does not affect its movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg"
    }
  },
  {
    "scene_token": "b829278aae2747959f2a95423455bbcb",
    "frame_token": "e962e335984b400c8239157c0982f435",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a gray SUV to the front left of the ego vehicle, a white truck to the front of the ego vehicle, pedestrians crossing the road to the front of the ego vehicle, a white motorhome to the back of the ego vehicle, and a white SUV to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.6974,0.5889>, <c2,CAM_FRONT,0.4692,0.5064>, <c3,CAM_FRONT,0.6823,0.5602>, <c4,CAM_BACK,0.3229,0.5611>, and <c5,CAM_FRONT_RIGHT,0.3911,0.7797>. The corruption does not obscure these key objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg"
    }
  },
  {
    "scene_token": "b829278aae2747959f2a95423455bbcb",
    "frame_token": "e962e335984b400c8239157c0982f435",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.6974,0.5889> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a gray SUV, and the corruption does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg"
    }
  },
  {
    "scene_token": "b829278aae2747959f2a95423455bbcb",
    "frame_token": "e962e335984b400c8239157c0982f435",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.6974,0.5889> considering the lens obstacle corruption?",
    "answer": "Sharp left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg"
    }
  },
  {
    "scene_token": "b829278aae2747959f2a95423455bbcb",
    "frame_token": "e962e335984b400c8239157c0982f435",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.6974,0.5889> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, with a high probability. The corruption does not obscure the path.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg"
    }
  },
  {
    "scene_token": "b829278aae2747959f2a95423455bbcb",
    "frame_token": "e962e335984b400c8239157c0982f435",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with overcast weather, and the road is wet. The lens obstacle corruption affects the central view, particularly in the CAM_FRONT image, creating a blurred area. Key objects include a gray SUV to the front left, a white truck directly ahead, pedestrians crossing the road, a white motorhome behind, and a white SUV to the front right. Despite the corruption, these objects are identifiable, and their positions are noted as <c1,CAM_FRONT_LEFT,0.6974,0.5889>, <c2,CAM_FRONT,0.4692,0.5064>, <c3,CAM_FRONT,0.6823,0.5602>, <c4,CAM_BACK,0.3229,0.5611>, and <c5,CAM_FRONT_RIGHT,0.3911,0.7797>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293226278113.jpg"
    }
  },
  {
    "scene_token": "9ac6dff089a84a6d8f066122443a10db",
    "frame_token": "7f32be25afaa443b835caa40b5e19b80",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bit error. B. Lens obstacle. C. Water splash. D. Rain",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg"
    }
  },
  {
    "scene_token": "9ac6dff089a84a6d8f066122443a10db",
    "frame_token": "7f32be25afaa443b835caa40b5e19b80",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg"
    }
  },
  {
    "scene_token": "9ac6dff089a84a6d8f066122443a10db",
    "frame_token": "7f32be25afaa443b835caa40b5e19b80",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a blue bus to the back of the ego vehicle, a black SUV to the front left of the ego vehicle, a pedestrian wearing a black shirt to the front of the ego vehicle, a red and white signboard to the back left of the ego vehicle, a red and blue sign to the back right of the ego vehicle, and a wide-angle lens to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5833,0.5658>, <c2,CAM_FRONT_LEFT,0.5232,0.7280>, <c3,CAM_FRONT,0.3958,0.5722>, <c4,CAM_BACK_LEFT,0.5373,0.5130>, <c5,CAM_BACK_RIGHT,0.3996,0.5488>, and <c6,CAM_FRONT_RIGHT,0.4626,0.6582>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg"
    }
  },
  {
    "scene_token": "9ac6dff089a84a6d8f066122443a10db",
    "frame_token": "7f32be25afaa443b835caa40b5e19b80",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5833,0.5658> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a blue bus moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg"
    }
  },
  {
    "scene_token": "9ac6dff089a84a6d8f066122443a10db",
    "frame_token": "7f32be25afaa443b835caa40b5e19b80",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5833,0.5658> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a blue bus, not a traffic sign or road barrier, and the corruption does not change this.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg"
    }
  },
  {
    "scene_token": "9ac6dff089a84a6d8f066122443a10db",
    "frame_token": "7f32be25afaa443b835caa40b5e19b80",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the right, and slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg"
    }
  },
  {
    "scene_token": "9ac6dff089a84a6d8f066122443a10db",
    "frame_token": "7f32be25afaa443b835caa40b5e19b80",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.5833,0.5658> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed because there is no safety issue, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg"
    }
  },
  {
    "scene_token": "9ac6dff089a84a6d8f066122443a10db",
    "frame_token": "7f32be25afaa443b835caa40b5e19b80",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a road with several key objects partially obscured by lens obstacle corruption. A blue bus is moving behind the ego vehicle, positioned at <c1,CAM_BACK,0.5833,0.5658>. A black SUV is visible to the front left at <c2,CAM_FRONT_LEFT,0.5232,0.7280>. A pedestrian wearing a black shirt is moving in front of the vehicle at <c3,CAM_FRONT,0.3958,0.5722>. Traffic signs are located at the back left and back right, with a wide-angle lens visible to the front right. Despite the corruption, these objects are crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "c491f4208578427196426474746a16f1",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. H256 ABR compression. B. Bit error. C. Lens obstacle. D. Motion blur",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "c491f4208578427196426474746a16f1",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "c491f4208578427196426474746a16f1",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK_RIGHT,0.4938,0.7342> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a black car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "c491f4208578427196426474746a16f1",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the back right of the ego vehicle, a person wearing a white shirt to the front of the ego vehicle, and a white straight left arrow to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_RIGHT,0.4938,0.7342>, <c2,CAM_FRONT,0.3391,0.5509>, and <c3,CAM_FRONT,0.4589,0.5950>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "c491f4208578427196426474746a16f1",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK_RIGHT,0.4938,0.7342> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black car, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "c491f4208578427196426474746a16f1",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice that white straight left arrow at front camera. The object is a traffic sign, so the ego vehicle should continue ahead at the same speed. Secondly notice that person wearing a white shirt at front camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Thirdly notice that black car at right rear camera. The object is going ahead, so the ego vehicle should continue ahead at the same speed. The corruption does not affect the order of noticing these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "c491f4208578427196426474746a16f1",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, decelerate gradually without braking. The corruption does not affect the safety of these actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "c491f4208578427196426474746a16f1",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK_RIGHT,0.4938,0.7342> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high. The corruption does not impact the decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "c491f4208578427196426474746a16f1",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a road with a slight curve to the left, bordered by trees and a pedestrian walkway. The lens obstacle corruption creates a blurred area in the center of the images, partially obscuring the view. Key objects include a black car moving on the back right, a stationary person wearing a white shirt in front, and a white straight left arrow on the road. Despite the corruption, these objects remain identifiable, with coordinates <c1,CAM_BACK_RIGHT,0.4938,0.7342>, <c2,CAM_FRONT,0.3391,0.5509>, and <c3,CAM_FRONT,0.4589,0.5950>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "f98e70b9cf584ea9b8c2ef01b57b1afa",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Bit error. C. Bright. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "f98e70b9cf584ea9b8c2ef01b57b1afa",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "f98e70b9cf584ea9b8c2ef01b57b1afa",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the front right of the ego vehicle, a black car to the front of the ego vehicle, pedestrians on the roadside to the front of the ego vehicle, and a road traffic sign to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.9058,0.7491>, <c2,CAM_FRONT,0.6927,0.5564>, <c3,CAM_FRONT,0.0326,0.5998>, and <c4,CAM_FRONT,0.1813,0.2148>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "f98e70b9cf584ea9b8c2ef01b57b1afa",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.9058,0.7491> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a black car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "f98e70b9cf584ea9b8c2ef01b57b1afa",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.9058,0.7491> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, and the corruption does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "f98e70b9cf584ea9b8c2ef01b57b1afa",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, accelerate and go ahead, brake gently to a stop, decelerate gradually without braking, slightly offset to the right, slightly offset to the left, change to the right lane, or back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "f98e70b9cf584ea9b8c2ef01b57b1afa",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.9058,0.7491> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that the object has little reference value for the ego vehicle, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg"
    }
  },
  {
    "scene_token": "261e8288cf5647e396ab584e210e4ba1",
    "frame_token": "f98e70b9cf584ea9b8c2ef01b57b1afa",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a road with a merge sign visible on the left side. There are pedestrians walking along the roadside, and two black cars are moving ahead. The lens obstacle corruption creates a blurred area in the center of the CAM_FRONT image, making it challenging to perceive distant objects clearly. Key objects include a black car to the front right (<c1,CAM_FRONT_RIGHT,0.9058,0.7491>), another black car directly ahead (<c2,CAM_FRONT,0.6927,0.5564>), pedestrians on the roadside (<c3,CAM_FRONT,0.0326,0.5998>), and a road traffic sign (<c4,CAM_FRONT,0.1813,0.2148>).",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg"
    }
  },
  {
    "scene_token": "64ca274b5f69458bb5d21e0e2e071902",
    "frame_token": "e56e169f25274dc1bf12c25363ef6ddc",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Saturate. B. Dark. C. Lens obstacle. D. H256 ABR compression",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg"
    }
  },
  {
    "scene_token": "64ca274b5f69458bb5d21e0e2e071902",
    "frame_token": "e56e169f25274dc1bf12c25363ef6ddc",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg"
    }
  },
  {
    "scene_token": "64ca274b5f69458bb5d21e0e2e071902",
    "frame_token": "e56e169f25274dc1bf12c25363ef6ddc",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_LEFT,0.2292,0.3686> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a white truck moving ahead, and the corruption does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg"
    }
  },
  {
    "scene_token": "64ca274b5f69458bb5d21e0e2e071902",
    "frame_token": "e56e169f25274dc1bf12c25363ef6ddc",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the front left of the ego vehicle, a black sedan to the back of the ego vehicle, a black sedan to the front right of the ego vehicle, and a black SUV to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.2292,0.3686>, <c2,CAM_BACK,0.6146,0.6417>, <c3,CAM_FRONT_RIGHT,0.5604,0.5324>, and <c4,CAM_FRONT,0.5646,0.5528>. The corruption does not affect the identification of these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg"
    }
  },
  {
    "scene_token": "64ca274b5f69458bb5d21e0e2e071902",
    "frame_token": "e56e169f25274dc1bf12c25363ef6ddc",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.2292,0.3686> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, and the corruption does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg"
    }
  },
  {
    "scene_token": "64ca274b5f69458bb5d21e0e2e071902",
    "frame_token": "e56e169f25274dc1bf12c25363ef6ddc",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.2292,0.3686> considering the lens obstacle corruption?",
    "answer": "No such action will lead to a collision. The corruption does not affect the collision risk assessment.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg"
    }
  },
  {
    "scene_token": "64ca274b5f69458bb5d21e0e2e071902",
    "frame_token": "e56e169f25274dc1bf12c25363ef6ddc",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, slightly offset to the left, and slightly offset to the right. The corruption does not affect the safe actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg"
    }
  },
  {
    "scene_token": "64ca274b5f69458bb5d21e0e2e071902",
    "frame_token": "e56e169f25274dc1bf12c25363ef6ddc",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a rainy urban setting with several vehicles around the ego vehicle. The lens obstacle corruption creates a blurred area in the center of the images, affecting visibility. Key objects include a white truck moving ahead on the front left, a black sedan moving behind, a stationary black sedan on the front right, and a stationary black SUV directly in front. Despite the corruption, the positions of these objects are identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299514878113.jpg"
    }
  },
  {
    "scene_token": "a2e8f126913b4f72909e06d881dc5a8b",
    "frame_token": "317027e758554b18ab8e98a9a0cd3a7a",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. H256 ABR compression. B. Image compression. C. Fog. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg"
    }
  },
  {
    "scene_token": "a2e8f126913b4f72909e06d881dc5a8b",
    "frame_token": "317027e758554b18ab8e98a9a0cd3a7a",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg"
    }
  },
  {
    "scene_token": "a2e8f126913b4f72909e06d881dc5a8b",
    "frame_token": "317027e758554b18ab8e98a9a0cd3a7a",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a silver sedan to the front right of the ego vehicle, a black sedan car to the back of the ego vehicle, a black sedan to the front right of the ego vehicle, and a white truck to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.7854,0.7694>, <c2,CAM_BACK,0.5172,0.5833>, <c3,CAM_FRONT_RIGHT,0.0192,0.6297>, and <c4,CAM_FRONT,0.4516,0.5472>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg"
    }
  },
  {
    "scene_token": "a2e8f126913b4f72909e06d881dc5a8b",
    "frame_token": "317027e758554b18ab8e98a9a0cd3a7a",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.7854,0.7694> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a silver sedan moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg"
    }
  },
  {
    "scene_token": "a2e8f126913b4f72909e06d881dc5a8b",
    "frame_token": "317027e758554b18ab8e98a9a0cd3a7a",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.7854,0.7694> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg"
    }
  },
  {
    "scene_token": "a2e8f126913b4f72909e06d881dc5a8b",
    "frame_token": "317027e758554b18ab8e98a9a0cd3a7a",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.7854,0.7694> considering the lens obstacle corruption?",
    "answer": "No action taken by the ego vehicle will lead to a collision with <c1,CAM_FRONT_RIGHT,0.7854,0.7694>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg"
    }
  },
  {
    "scene_token": "a2e8f126913b4f72909e06d881dc5a8b",
    "frame_token": "317027e758554b18ab8e98a9a0cd3a7a",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg"
    }
  },
  {
    "scene_token": "a2e8f126913b4f72909e06d881dc5a8b",
    "frame_token": "317027e758554b18ab8e98a9a0cd3a7a",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with multiple vehicles present. The lens obstacle corruption affects the visibility of some areas, particularly in the CAM_FRONT_RIGHT view. Key objects include a silver sedan moving ahead to the front right, a black sedan car moving behind, another black sedan to the front right, and a white truck directly in front. The road is clear with visible lane markings, and the surroundings include buildings and trees.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg"
    }
  },
  {
    "scene_token": "ab8bf18dfce14db4b8213b88f5dc1429",
    "frame_token": "e2143daf5b154add8ded09798da8d34e",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bit error. B. Water splash. C. Image compression. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg"
    }
  },
  {
    "scene_token": "ab8bf18dfce14db4b8213b88f5dc1429",
    "frame_token": "e2143daf5b154add8ded09798da8d34e",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg"
    }
  },
  {
    "scene_token": "ab8bf18dfce14db4b8213b88f5dc1429",
    "frame_token": "e2143daf5b154add8ded09798da8d34e",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.4808,0.5213> under lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a white truck moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg"
    }
  },
  {
    "scene_token": "ab8bf18dfce14db4b8213b88f5dc1429",
    "frame_token": "e2143daf5b154add8ded09798da8d34e",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white SUV to the front of the ego vehicle, a white truck to the back of the ego vehicle, a right turn arrow to the front of the ego vehicle, a black traffic light to the front of the ego vehicle, and a white pillar to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3948,0.5592>, <c2,CAM_BACK,0.4808,0.5213>, <c3,CAM_FRONT,0.6970,0.6401>, <c4,CAM_FRONT,0.4754,0.4486>, and <c5,CAM_FRONT_RIGHT,0.1117,0.3769>. The corruption affects the visibility of some objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg"
    }
  },
  {
    "scene_token": "ab8bf18dfce14db4b8213b88f5dc1429",
    "frame_token": "e2143daf5b154add8ded09798da8d34e",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.3948,0.5592> a traffic sign or a road barrier under lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, and is partially obscured by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg"
    }
  },
  {
    "scene_token": "ab8bf18dfce14db4b8213b88f5dc1429",
    "frame_token": "e2143daf5b154add8ded09798da8d34e",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3948,0.5592> considering the lens obstacle corruption?",
    "answer": "Moderate left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg"
    }
  },
  {
    "scene_token": "ab8bf18dfce14db4b8213b88f5dc1429",
    "frame_token": "e2143daf5b154add8ded09798da8d34e",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.3948,0.5592> under lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to brake gently to a stop, the reason is to follow the traffic rules, high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg"
    }
  },
  {
    "scene_token": "ab8bf18dfce14db4b8213b88f5dc1429",
    "frame_token": "e2143daf5b154add8ded09798da8d34e",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is partially obscured by a lens obstacle corruption, affecting the visibility of objects in the CAM_FRONT image. Key objects include a stationary white SUV in front of the ego vehicle, a moving white truck behind, a right turn arrow on the road, a black traffic light ahead, and a white pillar to the front right. The corruption impacts the clarity of these objects, particularly in the central area of the front camera view.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg"
    }
  },
  {
    "scene_token": "210add02013a4dfa84b7c5e23058781f",
    "frame_token": "74f9577414b745b0b0dcf3b241f2f0a7",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Color quant. C. Dark. D. Water splash",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg"
    }
  },
  {
    "scene_token": "210add02013a4dfa84b7c5e23058781f",
    "frame_token": "74f9577414b745b0b0dcf3b241f2f0a7",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The third image (CAM_FRONT_RIGHT) is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg"
    }
  },
  {
    "scene_token": "210add02013a4dfa84b7c5e23058781f",
    "frame_token": "74f9577414b745b0b0dcf3b241f2f0a7",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the front of the ego vehicle, a black sedan to the front of the ego vehicle, a black van to the back of the ego vehicle, and a red SUV to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5377,0.5278>, <c2,CAM_FRONT,0.2714,0.5917>, <c3,CAM_BACK,0.5583,0.5842>, and <c4,CAM_FRONT_LEFT,0.6823,0.6389>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg"
    }
  },
  {
    "scene_token": "210add02013a4dfa84b7c5e23058781f",
    "frame_token": "74f9577414b745b0b0dcf3b241f2f0a7",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT,0.2714,0.5917> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a black sedan moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg"
    }
  },
  {
    "scene_token": "210add02013a4dfa84b7c5e23058781f",
    "frame_token": "74f9577414b745b0b0dcf3b241f2f0a7",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.5377,0.5278> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, and the corruption does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg"
    }
  },
  {
    "scene_token": "210add02013a4dfa84b7c5e23058781f",
    "frame_token": "74f9577414b745b0b0dcf3b241f2f0a7",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.5377,0.5278> considering the lens obstacle corruption?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg"
    }
  },
  {
    "scene_token": "210add02013a4dfa84b7c5e23058781f",
    "frame_token": "74f9577414b745b0b0dcf3b241f2f0a7",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Brake gently to a stop and change to the right lane.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg"
    }
  },
  {
    "scene_token": "210add02013a4dfa84b7c5e23058781f",
    "frame_token": "74f9577414b745b0b0dcf3b241f2f0a7",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is affected by lens obstacle corruption, particularly in the third image, which obscures part of the view. The ego vehicle is surrounded by several key objects: a stationary white truck is directly ahead, a moving black sedan is also in front, a moving black van is behind, and a moving red SUV is to the front left. Despite the corruption, these objects are identified by their coordinates: <c1,CAM_FRONT,0.5377,0.5278>, <c2,CAM_FRONT,0.2714,0.5917>, <c3,CAM_BACK,0.5583,0.5842>, and <c4,CAM_FRONT_LEFT,0.6823,0.6389>. The environment includes urban elements like buildings and trees, with some areas partially obscured.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg"
    }
  },
  {
    "scene_token": "643ee37539844cb2b0453fd031a3afdd",
    "frame_token": "12a0559497ae4592b3e061a591f7c35e",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Color quant. C. Dark. D. Zoom blur",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg"
    }
  },
  {
    "scene_token": "643ee37539844cb2b0453fd031a3afdd",
    "frame_token": "12a0559497ae4592b3e061a591f7c35e",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The CAM_FRONT image is affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg"
    }
  },
  {
    "scene_token": "643ee37539844cb2b0453fd031a3afdd",
    "frame_token": "12a0559497ae4592b3e061a591f7c35e",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption?",
    "answer": "There is a black sedan to the front of the ego vehicle, a gray SUV to the back right of the ego vehicle, a black sedan to the back of the ego vehicle, a white truck to the front of the ego vehicle, and a gray sedan to the back left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.1380,0.6037>, <c2,CAM_BACK_RIGHT,0.7531,0.7056>, <c3,CAM_BACK,0.5573,0.5870>, <c4,CAM_FRONT,0.6964,0.4991>, and <c5,CAM_BACK_LEFT,0.2594,0.6824>. Despite the corruption, these objects remain identifiable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg"
    }
  },
  {
    "scene_token": "643ee37539844cb2b0453fd031a3afdd",
    "frame_token": "12a0559497ae4592b3e061a591f7c35e",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_BACK,0.5573,0.5870> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a moving black sedan, and its status remains unchanged by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg"
    }
  },
  {
    "scene_token": "643ee37539844cb2b0453fd031a3afdd",
    "frame_token": "12a0559497ae4592b3e061a591f7c35e",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.1380,0.6037> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary black sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg"
    }
  },
  {
    "scene_token": "643ee37539844cb2b0453fd031a3afdd",
    "frame_token": "12a0559497ae4592b3e061a591f7c35e",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the left, and slightly offset to the right. The corruption does not affect the safety of these actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg"
    }
  },
  {
    "scene_token": "643ee37539844cb2b0453fd031a3afdd",
    "frame_token": "12a0559497ae4592b3e061a591f7c35e",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.1380,0.6037> considering the lens obstacle corruption?",
    "answer": "No action taken by the ego vehicle will lead to a collision with <c1,CAM_FRONT,0.1380,0.6037>. The corruption does not change this outcome.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg"
    }
  },
  {
    "scene_token": "643ee37539844cb2b0453fd031a3afdd",
    "frame_token": "12a0559497ae4592b3e061a591f7c35e",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment features a road with multiple lanes, bordered by buildings and trees. The CAM_FRONT image shows a black sedan and a white truck, both stationary, with the sedan positioned at coordinates <c1,CAM_FRONT,0.1380,0.6037> and the truck at <c4,CAM_FRONT,0.6964,0.4991>. The CAM_BACK image captures a moving black sedan at <c3,CAM_BACK,0.5573,0.5870>. Despite the lens obstacle corruption, these vehicles are identifiable, though some areas of the images are blurred, particularly affecting the central view.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg"
    }
  },
  {
    "scene_token": "d0b2d916178a402a842c88f394d7d7e8",
    "frame_token": "f1999ab870cc478db4a5bba7787564e7",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Zoom blur. C. Dark. D. Fog",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg"
    }
  },
  {
    "scene_token": "d0b2d916178a402a842c88f394d7d7e8",
    "frame_token": "f1999ab870cc478db4a5bba7787564e7",
    "question_type": "robust_qas",
    "question": "Which camera image shows the most significant lens obstacle corruption?",
    "answer": "The image from CAM_BACK_LEFT shows the most significant lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg"
    }
  },
  {
    "scene_token": "d0b2d916178a402a842c88f394d7d7e8",
    "frame_token": "f1999ab870cc478db4a5bba7787564e7",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a pedestrian riding a motorcycle to the back left of the ego vehicle, a black sedan to the back of the ego vehicle, a no entry sign to the back left of the ego vehicle, and a go straight and turn left sign to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_LEFT,0.7995,0.5463>, <c2,CAM_BACK,0.6000,0.6120>, <c3,CAM_BACK_LEFT,0.7406,0.5169>, and <c4,CAM_FRONT_RIGHT,0.5033,0.6594>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg"
    }
  },
  {
    "scene_token": "d0b2d916178a402a842c88f394d7d7e8",
    "frame_token": "f1999ab870cc478db4a5bba7787564e7",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK_LEFT,0.7995,0.5463> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a pedestrian riding a motorcycle, and despite the corruption, it is still moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg"
    }
  },
  {
    "scene_token": "d0b2d916178a402a842c88f394d7d7e8",
    "frame_token": "f1999ab870cc478db4a5bba7787564e7",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK_LEFT,0.7995,0.5463> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a pedestrian riding a motorcycle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg"
    }
  },
  {
    "scene_token": "d0b2d916178a402a842c88f394d7d7e8",
    "frame_token": "f1999ab870cc478db4a5bba7787564e7",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK_LEFT,0.7995,0.5463> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed; the reason is that there is no safety issue, high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg"
    }
  },
  {
    "scene_token": "d0b2d916178a402a842c88f394d7d7e8",
    "frame_token": "f1999ab870cc478db4a5bba7787564e7",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK_LEFT,0.7995,0.5463> considering the lens obstacle corruption?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg"
    }
  },
  {
    "scene_token": "d0b2d916178a402a842c88f394d7d7e8",
    "frame_token": "f1999ab870cc478db4a5bba7787564e7",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a road with significant lens obstacle corruption affecting visibility in several camera views. Key objects include a pedestrian riding a motorcycle to the back left, a stationary black sedan directly behind, a no entry sign also to the back left, and a go straight and turn left sign to the front right. Despite the corruption, these objects are identifiable and positioned at coordinates <c1,CAM_BACK_LEFT,0.7995,0.5463>, <c2,CAM_BACK,0.6000,0.6120>, <c3,CAM_BACK_LEFT,0.7406,0.5169>, and <c4,CAM_FRONT_RIGHT,0.5033,0.6594>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115026027893.jpg"
    }
  },
  {
    "scene_token": "2bd47eabb64d4499862388cec180a7d1",
    "frame_token": "7d9df87d81e6443489a1e1c783f0fdaa",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Image compression. C. Color quant. D. Fog",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg"
    }
  },
  {
    "scene_token": "2bd47eabb64d4499862388cec180a7d1",
    "frame_token": "7d9df87d81e6443489a1e1c783f0fdaa",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg"
    }
  },
  {
    "scene_token": "2bd47eabb64d4499862388cec180a7d1",
    "frame_token": "7d9df87d81e6443489a1e1c783f0fdaa",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.5239,0.5981> under lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a black car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg"
    }
  },
  {
    "scene_token": "2bd47eabb64d4499862388cec180a7d1",
    "frame_token": "7d9df87d81e6443489a1e1c783f0fdaa",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the front left of the ego vehicle, a black car to the back of the ego vehicle, and a black SUV to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.1766,0.6287>, <c2,CAM_BACK,0.5239,0.5981>, and <c3,CAM_FRONT_LEFT,0.6844,0.6491>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg"
    }
  },
  {
    "scene_token": "2bd47eabb64d4499862388cec180a7d1",
    "frame_token": "7d9df87d81e6443489a1e1c783f0fdaa",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.1766,0.6287> a traffic sign or a road barrier under lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary black car, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg"
    }
  },
  {
    "scene_token": "2bd47eabb64d4499862388cec180a7d1",
    "frame_token": "7d9df87d81e6443489a1e1c783f0fdaa",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that black SUV at left camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly, notice that black car at left camera. The object is stationary, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice that black car at back camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. The corruption does not obscure these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg"
    }
  },
  {
    "scene_token": "2bd47eabb64d4499862388cec180a7d1",
    "frame_token": "7d9df87d81e6443489a1e1c783f0fdaa",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.1766,0.6287> considering lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high. The corruption does not affect the decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg"
    }
  },
  {
    "scene_token": "2bd47eabb64d4499862388cec180a7d1",
    "frame_token": "7d9df87d81e6443489a1e1c783f0fdaa",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.1766,0.6287> considering lens obstacle corruption?",
    "answer": "Moderate left turn. The corruption does not affect the potential for collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg"
    }
  },
  {
    "scene_token": "2bd47eabb64d4499862388cec180a7d1",
    "frame_token": "7d9df87d81e6443489a1e1c783f0fdaa",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with buildings on either side. The lens obstacle corruption creates a blurred area in the center of several images, obscuring some details. Key objects include a stationary black car at the front left, a moving black car at the back, and a moving black SUV at the front left. Despite the corruption, these objects are identifiable and their positions are noted as <c1,CAM_FRONT_LEFT,0.1766,0.6287>, <c2,CAM_BACK,0.5239,0.5981>, and <c3,CAM_FRONT_LEFT,0.6844,0.6491>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478858128113.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "c434770831e9478d8ae23aa713c0b84b",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bright. B. Fog. C. Lens obstacle. D. Motion blur",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "c434770831e9478d8ae23aa713c0b84b",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The fourth camera image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "c434770831e9478d8ae23aa713c0b84b",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.9625,0.6436> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a pedestrian moving ahead, and the corruption does not alter this status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "c434770831e9478d8ae23aa713c0b84b",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a person wearing a white shirt to the front of the ego vehicle, a white truck to the front of the ego vehicle, a person wearing a white shirt to the front of the ego vehicle, and a person wearing a skirt to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.9625,0.6436>, <c2,CAM_FRONT,0.5776,0.5361>, <c3,CAM_FRONT,0.4594,0.5519>, and <c4,CAM_FRONT,0.2547,0.5842>. The lens obstacle corruption may obscure some details but does not change the importance of these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "c434770831e9478d8ae23aa713c0b84b",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.9625,0.6436> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a pedestrian, and the corruption does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "c434770831e9478d8ae23aa713c0b84b",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.9625,0.6436> considering the lens obstacle corruption?",
    "answer": "Slight right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "c434770831e9478d8ae23aa713c0b84b",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, decelerate gradually without braking, brake gently to a stop, brake suddenly, slightly offset to the right, back up, or slightly offset to the left. The lens obstacle corruption requires careful monitoring of the surroundings.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "c434770831e9478d8ae23aa713c0b84b",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with buildings on either side. Due to lens obstacle corruption, the central part of the images is blurred, making it challenging to see details in that area. Key objects include a pedestrian wearing a white shirt at coordinates <c1,CAM_FRONT,0.9625,0.6436>, a stationary white truck at <c2,CAM_FRONT,0.5776,0.5361>, another pedestrian wearing a white shirt at <c3,CAM_FRONT,0.4594,0.5519>, and a pedestrian wearing a skirt at <c4,CAM_FRONT,0.2547,0.5842>. Despite the corruption, these objects remain critical for navigation and decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "519b85741bad4cb0b8c1164ac46fec6e",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Motion blur. C. Water splash. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "519b85741bad4cb0b8c1164ac46fec6e",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "519b85741bad4cb0b8c1164ac46fec6e",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.4302,0.6556> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a brown SUV moving ahead, and the corruption does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "519b85741bad4cb0b8c1164ac46fec6e",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a brown SUV to the front right of the ego vehicle, a checkered shirt pedestrian to the front of the ego vehicle, a blue shirt and pedestrians to the front left of the ego vehicle, a man in a gray shirt to the front of the ego vehicle, and a grey van to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.4302,0.6556>, <c2,CAM_FRONT,0.2864,0.6389>, <c3,CAM_FRONT_LEFT,0.2542,0.3694>, <c4,CAM_FRONT,0.8531,0.6287>, and <c5,CAM_FRONT,0.6099,0.5991>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "519b85741bad4cb0b8c1164ac46fec6e",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.4302,0.6556> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a brown SUV, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "519b85741bad4cb0b8c1164ac46fec6e",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.4302,0.6556> considering the lens obstacle corruption?",
    "answer": "Moderate right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "519b85741bad4cb0b8c1164ac46fec6e",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg"
    }
  },
  {
    "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef",
    "frame_token": "519b85741bad4cb0b8c1164ac46fec6e",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with several buildings visible. The lens obstacle corruption creates a blurred area in the center of the CAM_FRONT image, partially obscuring the view. Key objects include a brown SUV moving to the front right, a checkered shirt pedestrian directly ahead, and a grey van moving in front. Despite the corruption, these objects are identifiable by their positions: <c1,CAM_FRONT_RIGHT,0.4302,0.6556>, <c2,CAM_FRONT,0.2864,0.6389>, and <c5,CAM_FRONT,0.6099,0.5991>. The scene includes pedestrians and vehicles, requiring careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884264777893.jpg"
    }
  },
  {
    "scene_token": "670e01eb31b64b509db5290531254203",
    "frame_token": "6f7920553fa1441fb52daf651a72c4da",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Dark. B. Image compression. C. Lens obstacle. D. Saturate",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg"
    }
  },
  {
    "scene_token": "670e01eb31b64b509db5290531254203",
    "frame_token": "6f7920553fa1441fb52daf651a72c4da",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The second image from the top is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg"
    }
  },
  {
    "scene_token": "670e01eb31b64b509db5290531254203",
    "frame_token": "6f7920553fa1441fb52daf651a72c4da",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5563,0.5564> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a black car moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg"
    }
  },
  {
    "scene_token": "670e01eb31b64b509db5290531254203",
    "frame_token": "6f7920553fa1441fb52daf651a72c4da",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the back of the ego vehicle, a green container to the front of the ego vehicle, and a black sedan to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5563,0.5564>, <c2,CAM_FRONT,0.5547,0.5231>, and <c3,CAM_FRONT_RIGHT,0.8600,0.7254>. The corruption does not affect the identification of these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg"
    }
  },
  {
    "scene_token": "670e01eb31b64b509db5290531254203",
    "frame_token": "6f7920553fa1441fb52daf651a72c4da",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice that green container at front camera. The object is stationary, so the ego vehicle should slightly offset to the left in maneuvering. Secondly notice that black sedan at right camera. The object is stationary, so the ego vehicle should keep going ahead at the same speed. Thirdly notice that black car at back camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. The corruption does not alter the sequence of noticing these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg"
    }
  },
  {
    "scene_token": "670e01eb31b64b509db5290531254203",
    "frame_token": "6f7920553fa1441fb52daf651a72c4da",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5563,0.5564> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black car moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg"
    }
  },
  {
    "scene_token": "670e01eb31b64b509db5290531254203",
    "frame_token": "6f7920553fa1441fb52daf651a72c4da",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.5563,0.5564> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high. The corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg"
    }
  },
  {
    "scene_token": "670e01eb31b64b509db5290531254203",
    "frame_token": "6f7920553fa1441fb52daf651a72c4da",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Slightly offset to the left, change to the left lane, and turn left. The corruption does not affect these safe actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg"
    }
  },
  {
    "scene_token": "670e01eb31b64b509db5290531254203",
    "frame_token": "6f7920553fa1441fb52daf651a72c4da",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with overcast skies. The road is straight with a slight incline. To the back of the ego vehicle, there is a moving black car (<c1,CAM_BACK,0.5563,0.5564>). In front, a green container (<c2,CAM_FRONT,0.5547,0.5231>) is stationary, partially obscured by the lens obstacle corruption. To the front right, a black sedan (<c3,CAM_FRONT_RIGHT,0.8600,0.7254>) is parked. The lens obstacle corruption affects the central part of the images, making some objects less visible.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621757678113.jpg"
    }
  },
  {
    "scene_token": "400b708de5d7434d8964da4a0246d164",
    "frame_token": "0a8499ecf7b140a180dfdf7e26ddf47b",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Bit error. C. Lens obstacle. D. Water splash",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg"
    }
  },
  {
    "scene_token": "400b708de5d7434d8964da4a0246d164",
    "frame_token": "0a8499ecf7b140a180dfdf7e26ddf47b",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The first camera image is most affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg"
    }
  },
  {
    "scene_token": "400b708de5d7434d8964da4a0246d164",
    "frame_token": "0a8499ecf7b140a180dfdf7e26ddf47b",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a silver sedan to the front of the ego vehicle, an unclear object to the front of the ego vehicle, a black sedan to the front of the ego vehicle, and a street lamp to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4137,0.6890>, <c2,CAM_FRONT,0.3552,0.5408>, <c3,CAM_FRONT,0.2026,0.5658>, and <c4,CAM_FRONT,0.1618,0.4211>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg"
    }
  },
  {
    "scene_token": "400b708de5d7434d8964da4a0246d164",
    "frame_token": "0a8499ecf7b140a180dfdf7e26ddf47b",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_FRONT,0.2026,0.5658> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a moving black sedan, and its status remains unchanged despite the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg"
    }
  },
  {
    "scene_token": "400b708de5d7434d8964da4a0246d164",
    "frame_token": "0a8499ecf7b140a180dfdf7e26ddf47b",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.4137,0.6890> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary silver sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg"
    }
  },
  {
    "scene_token": "400b708de5d7434d8964da4a0246d164",
    "frame_token": "0a8499ecf7b140a180dfdf7e26ddf47b",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.4137,0.6890> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to remain stationary because there is no safety issue. The probability of taking this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg"
    }
  },
  {
    "scene_token": "400b708de5d7434d8964da4a0246d164",
    "frame_token": "0a8499ecf7b140a180dfdf7e26ddf47b",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.4137,0.6890> considering the lens obstacle corruption?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg"
    }
  },
  {
    "scene_token": "400b708de5d7434d8964da4a0246d164",
    "frame_token": "0a8499ecf7b140a180dfdf7e26ddf47b",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a nighttime urban setting with several vehicles and street elements. A significant lens obstacle corruption affects the visibility of the scene, particularly in the first camera image. Key objects include a stationary silver sedan at coordinates <c1,CAM_FRONT,0.4137,0.6890>, an unclear object at <c2,CAM_FRONT,0.3552,0.5408>, a moving black sedan at <c3,CAM_FRONT,0.2026,0.5658>, and a street lamp at <c4,CAM_FRONT,0.1618,0.4211>. The road is dimly lit, and the obstruction makes it challenging to perceive distant objects clearly.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800469877893.jpg"
    }
  },
  {
    "scene_token": "4ed628299b1e45a3a73704e8cf8287a9",
    "frame_token": "c16bf051f78942748a4c96e93a3c6b6d",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Rain. B. Bit error. C. Lens obstacle. D. Dark",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg"
    }
  },
  {
    "scene_token": "4ed628299b1e45a3a73704e8cf8287a9",
    "frame_token": "c16bf051f78942748a4c96e93a3c6b6d",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg"
    }
  },
  {
    "scene_token": "4ed628299b1e45a3a73704e8cf8287a9",
    "frame_token": "c16bf051f78942748a4c96e93a3c6b6d",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black SUV to the back left of the ego vehicle, a white SUV to the front left of the ego vehicle, a white SUV to the back of the ego vehicle, a white sedan to the back right of the ego vehicle, and a silver sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_LEFT,0.2068,0.6028>, <c2,CAM_FRONT_LEFT,0.1901,0.6269>, <c3,CAM_BACK,0.2380,0.6694>, <c4,CAM_BACK_RIGHT,0.4933,0.7528>, and <c5,CAM_FRONT,0.6511,0.5917>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg"
    }
  },
  {
    "scene_token": "4ed628299b1e45a3a73704e8cf8287a9",
    "frame_token": "c16bf051f78942748a4c96e93a3c6b6d",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c5,CAM_FRONT,0.6511,0.5917> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a silver sedan moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg"
    }
  },
  {
    "scene_token": "4ed628299b1e45a3a73704e8cf8287a9",
    "frame_token": "c16bf051f78942748a4c96e93a3c6b6d",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK_LEFT,0.2068,0.6028> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black SUV, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg"
    }
  },
  {
    "scene_token": "4ed628299b1e45a3a73704e8cf8287a9",
    "frame_token": "c16bf051f78942748a4c96e93a3c6b6d",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop or decelerate gradually without braking to ensure safety for the ego vehicle.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg"
    }
  },
  {
    "scene_token": "4ed628299b1e45a3a73704e8cf8287a9",
    "frame_token": "c16bf051f78942748a4c96e93a3c6b6d",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_LEFT,0.1901,0.6269> considering the lens obstacle corruption?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg"
    }
  },
  {
    "scene_token": "4ed628299b1e45a3a73704e8cf8287a9",
    "frame_token": "c16bf051f78942748a4c96e93a3c6b6d",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is captured at night with significant lens obstacle corruption affecting visibility. The ego vehicle is surrounded by several stationary vehicles: a black SUV is located to the back left, a white SUV is positioned to the front left, another white SUV is directly behind, and a white sedan is to the back right. A silver sedan is moving ahead of the ego vehicle. Despite the corruption, these objects are identified by their coordinates: <c1,CAM_BACK_LEFT,0.2068,0.6028>, <c2,CAM_FRONT_LEFT,0.1901,0.6269>, <c3,CAM_BACK,0.2380,0.6694>, <c4,CAM_BACK_RIGHT,0.4933,0.7528>, and <c5,CAM_FRONT,0.6511,0.5917>. The road is wet, indicating recent rain, and the surrounding area is dimly lit.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg"
    }
  },
  {
    "scene_token": "2d8e61ea27fd419ba9b708488e3f2f10",
    "frame_token": "140567e78a864aab948471c822edd0d5",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Zoom blur. C. Image compression. D. Rain",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg"
    }
  },
  {
    "scene_token": "2d8e61ea27fd419ba9b708488e3f2f10",
    "frame_token": "140567e78a864aab948471c822edd0d5",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT and CAM_FRONT_RIGHT images are affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg"
    }
  },
  {
    "scene_token": "2d8e61ea27fd419ba9b708488e3f2f10",
    "frame_token": "140567e78a864aab948471c822edd0d5",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption?",
    "answer": "There is a brown SUV to the front left of the ego vehicle, a blue pants pedestrian to the front right of the ego vehicle, a pedestrian in black pants to the front of the ego vehicle, and a white commercial vehicle to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.6370,0.5797>, <c2,CAM_FRONT_RIGHT,0.6531,0.6047>, <c3,CAM_FRONT,0.5302,0.5130>, and <c4,CAM_FRONT,0.3469,0.5139>. Despite the corruption, these objects remain identifiable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg"
    }
  },
  {
    "scene_token": "2d8e61ea27fd419ba9b708488e3f2f10",
    "frame_token": "140567e78a864aab948471c822edd0d5",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT_RIGHT,0.6531,0.6047> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a blue pants pedestrian moving ahead, and the corruption does not affect the movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg"
    }
  },
  {
    "scene_token": "2d8e61ea27fd419ba9b708488e3f2f10",
    "frame_token": "140567e78a864aab948471c822edd0d5",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.6370,0.5797> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a brown SUV, and the corruption does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg"
    }
  },
  {
    "scene_token": "2d8e61ea27fd419ba9b708488e3f2f10",
    "frame_token": "140567e78a864aab948471c822edd0d5",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, and brake gently to a stop. The corruption does not obscure critical path information.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg"
    }
  },
  {
    "scene_token": "2d8e61ea27fd419ba9b708488e3f2f10",
    "frame_token": "140567e78a864aab948471c822edd0d5",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.6370,0.5797> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high. The corruption does not impact the decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg"
    }
  },
  {
    "scene_token": "2d8e61ea27fd419ba9b708488e3f2f10",
    "frame_token": "140567e78a864aab948471c822edd0d5",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with a mix of stationary and moving objects. Despite the lens obstacle corruption, key objects are identifiable: a brown SUV is stationary to the front left, a blue pants pedestrian is moving to the front right, a stationary pedestrian in black pants is directly ahead, and a white commercial vehicle is moving ahead. The road is clear, and the surroundings include buildings and trees.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg"
    }
  },
  {
    "scene_token": "2538a745a83f430eb590d48b4743e179",
    "frame_token": "4f2c710bf33c40a19faa754ecdfc6740",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Fog. B. H256 ABR compression. C. Rain. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg"
    }
  },
  {
    "scene_token": "2538a745a83f430eb590d48b4743e179",
    "frame_token": "4f2c710bf33c40a19faa754ecdfc6740",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The CAM_FRONT and CAM_BACK images are affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg"
    }
  },
  {
    "scene_token": "2538a745a83f430eb590d48b4743e179",
    "frame_token": "4f2c710bf33c40a19faa754ecdfc6740",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.4616,0.6658> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a white SUV moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg"
    }
  },
  {
    "scene_token": "2538a745a83f430eb590d48b4743e179",
    "frame_token": "4f2c710bf33c40a19faa754ecdfc6740",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white SUV to the back of the ego vehicle, a pedestrian wearing a black top to the front left of the ego vehicle, a white truck to the front of the ego vehicle, and a white truck to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4616,0.6658>, <c2,CAM_FRONT_LEFT,0.9451,0.6250>, <c3,CAM_FRONT,0.4698,0.5241>, and <c4,CAM_FRONT,0.8505,0.5574>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg"
    }
  },
  {
    "scene_token": "2538a745a83f430eb590d48b4743e179",
    "frame_token": "4f2c710bf33c40a19faa754ecdfc6740",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.4616,0.6658> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a moving white SUV, and the corruption does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg"
    }
  },
  {
    "scene_token": "2538a745a83f430eb590d48b4743e179",
    "frame_token": "4f2c710bf33c40a19faa754ecdfc6740",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop; keep going at the same speed. The corruption does not affect the visibility of critical objects.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg"
    }
  },
  {
    "scene_token": "2538a745a83f430eb590d48b4743e179",
    "frame_token": "4f2c710bf33c40a19faa754ecdfc6740",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.4616,0.6658> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high. The corruption does not obscure the SUV's movement.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg"
    }
  },
  {
    "scene_token": "2538a745a83f430eb590d48b4743e179",
    "frame_token": "4f2c710bf33c40a19faa754ecdfc6740",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment includes a road with buildings on either side. The CAM_FRONT image shows a stationary white truck partially obscured by lens obstacle corruption. The CAM_BACK image also has a lens obstacle, affecting visibility but still showing a moving white SUV. A pedestrian wearing a black top is visible in the CAM_FRONT_LEFT image. Despite the corruption, key objects remain identifiable, allowing for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662735927893.jpg"
    }
  },
  {
    "scene_token": "4098aaf3c7074e7d87285e2fc95369e0",
    "frame_token": "83472f9810a842ec9e0ade97077f7eea",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. H256 ABR compression. C. Zoom blur. D. Water splash",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg"
    }
  },
  {
    "scene_token": "4098aaf3c7074e7d87285e2fc95369e0",
    "frame_token": "83472f9810a842ec9e0ade97077f7eea",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT is affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg"
    }
  },
  {
    "scene_token": "4098aaf3c7074e7d87285e2fc95369e0",
    "frame_token": "83472f9810a842ec9e0ade97077f7eea",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a red car to the front left of the ego vehicle, a white sedan to the front of the ego vehicle, a yellow sedan to the back left of the ego vehicle, and a black SUV to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.5931,0.7658>, <c2,CAM_FRONT,0.6386,0.5592>, <c3,CAM_BACK_LEFT,0.4156,0.7130>, and <c4,CAM_BACK,0.8932,0.6620>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg"
    }
  },
  {
    "scene_token": "4098aaf3c7074e7d87285e2fc95369e0",
    "frame_token": "83472f9810a842ec9e0ade97077f7eea",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT,0.6386,0.5592> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a white sedan moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg"
    }
  },
  {
    "scene_token": "4098aaf3c7074e7d87285e2fc95369e0",
    "frame_token": "83472f9810a842ec9e0ade97077f7eea",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.5931,0.7658> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a red car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg"
    }
  },
  {
    "scene_token": "4098aaf3c7074e7d87285e2fc95369e0",
    "frame_token": "83472f9810a842ec9e0ade97077f7eea",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Decelerate gradually without braking and maintain the current speed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg"
    }
  },
  {
    "scene_token": "4098aaf3c7074e7d87285e2fc95369e0",
    "frame_token": "83472f9810a842ec9e0ade97077f7eea",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.5931,0.7658> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg"
    }
  },
  {
    "scene_token": "4098aaf3c7074e7d87285e2fc95369e0",
    "frame_token": "83472f9810a842ec9e0ade97077f7eea",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a road with several vehicles around the ego vehicle. The front view is partially obscured by a lens obstacle, affecting visibility. To the front left, there is a stationary red car. Directly ahead, a white sedan is moving forward. Behind to the left, a yellow sedan is parked, and a black SUV is stationary behind the ego vehicle. The road is lined with trees and a wall, with some parked cars visible.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg"
    }
  },
  {
    "scene_token": "74d03e3b673f4a72a3f76e1b0c7840bd",
    "frame_token": "6e54dfd8cdf34ef7bb61e2284e9911b5",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. Lens obstacle. C. Bit error. D. Motion blur",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg"
    }
  },
  {
    "scene_token": "74d03e3b673f4a72a3f76e1b0c7840bd",
    "frame_token": "6e54dfd8cdf34ef7bb61e2284e9911b5",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg"
    }
  },
  {
    "scene_token": "74d03e3b673f4a72a3f76e1b0c7840bd",
    "frame_token": "6e54dfd8cdf34ef7bb61e2284e9911b5",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.5261,0.5463> under lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a white van moving ahead, visible despite the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg"
    }
  },
  {
    "scene_token": "74d03e3b673f4a72a3f76e1b0c7840bd",
    "frame_token": "6e54dfd8cdf34ef7bb61e2284e9911b5",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white van to the front of the ego vehicle, a pedestrian wearing black shorts to the front left of the ego vehicle, a white sedan car to the back right of the ego vehicle, a white sedan to the back of the ego vehicle, and a sitting person to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5261,0.5463>, <c2,CAM_FRONT_LEFT,0.9011,0.5787>, <c3,CAM_BACK_RIGHT,0.5039,0.7658>, <c4,CAM_BACK,0.5239,0.5741>, and <c5,CAM_FRONT,0.2417,0.5537>. Despite the corruption, these objects are identifiable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg"
    }
  },
  {
    "scene_token": "74d03e3b673f4a72a3f76e1b0c7840bd",
    "frame_token": "6e54dfd8cdf34ef7bb61e2284e9911b5",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.5261,0.5463> a traffic sign or a road barrier under lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white van, not a traffic sign or road barrier, even with the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg"
    }
  },
  {
    "scene_token": "74d03e3b673f4a72a3f76e1b0c7840bd",
    "frame_token": "6e54dfd8cdf34ef7bb61e2284e9911b5",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.5261,0.5463> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to avoid a collision, which is high in probability, even with the visual obstruction.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg"
    }
  },
  {
    "scene_token": "74d03e3b673f4a72a3f76e1b0c7840bd",
    "frame_token": "6e54dfd8cdf34ef7bb61e2284e9911b5",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.5261,0.5463> under lens obstacle corruption?",
    "answer": "Accelerate and go straight, as the corruption might obscure the van's position.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg"
    }
  },
  {
    "scene_token": "74d03e3b673f4a72a3f76e1b0c7840bd",
    "frame_token": "6e54dfd8cdf34ef7bb61e2284e9911b5",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene shows a road with significant lens obstacle corruption, causing a blurred area in the center of the images. Key objects include a white van moving ahead in the CAM_FRONT view, a pedestrian wearing black shorts in the CAM_FRONT_LEFT view, a white sedan car to the back right in the CAM_BACK_RIGHT view, another white sedan directly behind in the CAM_BACK view, and a sitting person visible in the CAM_FRONT view. Despite the corruption, these objects are identifiable, but their precise positions may be slightly obscured.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_BACK_RIGHT__1538449267427893.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "bc854f31737440f9bbdc53291dae1ff4",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Dark. C. Snow. D. Motion blur",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "bc854f31737440f9bbdc53291dae1ff4",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "CAM_FRONT is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "bc854f31737440f9bbdc53291dae1ff4",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_BACK,0.5511,0.5908> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a moving white sedan car, and the lens obstacle does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "bc854f31737440f9bbdc53291dae1ff4",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white sedan to the front left of the ego vehicle, a white truck to the front right of the ego vehicle, a white sedan car to the back of the ego vehicle, a black sedan to the front of the ego vehicle, a cone bucket to the front of the ego vehicle, and a white sedan to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.7469,0.6408>, <c2,CAM_FRONT_RIGHT,0.0080,0.5111>, <c3,CAM_BACK,0.5511,0.5908>, <c4,CAM_FRONT,0.5437,0.5741>, <c5,CAM_FRONT,0.9333,0.8556>, and <c6,CAM_FRONT_RIGHT,0.7550,0.7021>. The lens obstacle corruption may obscure some details but does not change the importance of these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "bc854f31737440f9bbdc53291dae1ff4",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.7469,0.6408> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary white sedan, and the lens obstacle does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "bc854f31737440f9bbdc53291dae1ff4",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.7469,0.6408> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to brake gently to a stop. The reason is to avoid a collision, high. The lens obstacle corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "bc854f31737440f9bbdc53291dae1ff4",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, brake gently to a stop. The lens obstacle corruption does not change these safe actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "bc854f31737440f9bbdc53291dae1ff4",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with multiple vehicles parked along the sides. The lens obstacle corruption creates a blurred area in the center of the images, obscuring some details. Key objects include a stationary white sedan to the front left, a stationary white truck to the front right, a moving white sedan car to the back, a stationary black sedan to the front, and a cone bucket to the front. Despite the corruption, the positions of these objects remain identifiable, aiding in navigation decisions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "c7ce8d0c255b48a9af8be3d77a3fc644",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Dark. C. Snow. D. Color quant",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "c7ce8d0c255b48a9af8be3d77a3fc644",
    "question_type": "robust_qas",
    "question": "Which camera image shows the most significant lens obstacle corruption?",
    "answer": "The CAM_BACK_LEFT image shows the most significant lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "c7ce8d0c255b48a9af8be3d77a3fc644",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white commercial vehicle to the front of the ego vehicle, a black sedan to the back of the ego vehicle, a silver sedan to the back left of the ego vehicle, a white pickup truck to the back of the ego vehicle, a black SUV to the front of the ego vehicle, and a white sedan to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.7386,0.5936>, <c2,CAM_BACK,0.7708,0.6352>, <c3,CAM_BACK_LEFT,0.3297,0.7463>, <c4,CAM_BACK,0.5120,0.5824>, <c5,CAM_FRONT,0.5505,0.5481>, and <c6,CAM_FRONT_LEFT,0.7547,0.7006>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "c7ce8d0c255b48a9af8be3d77a3fc644",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c4,CAM_BACK,0.5120,0.5824> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a white pickup truck moving in the scene.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "c7ce8d0c255b48a9af8be3d77a3fc644",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.7386,0.5936> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white commercial vehicle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "c7ce8d0c255b48a9af8be3d77a3fc644",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.7386,0.5936> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to accelerate and go ahead. The reason is that the object has little reference value for the ego vehicle, and the probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "c7ce8d0c255b48a9af8be3d77a3fc644",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Slightly offset to the left, slightly offset to the right, accelerate, and go ahead.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg"
    }
  },
  {
    "scene_token": "35ecd252b8ee4cbc83376148e192a803",
    "frame_token": "c7ce8d0c255b48a9af8be3d77a3fc644",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is urban with multiple stationary and moving vehicles around the ego vehicle. A white commercial vehicle is positioned in front, and a black sedan is behind. To the back left, there's a silver sedan, while a white pickup truck is moving behind. In front, a black SUV is stationary, and a white sedan is to the front left. The lens obstacle corruption affects visibility, particularly in the CAM_BACK_LEFT image, making it challenging to perceive distant objects clearly.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg"
    }
  },
  {
    "scene_token": "797700339b014fb6aa61c1ea3778d587",
    "frame_token": "fbc07f14f4ca4f9692e6139031e58161",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. H256 ABR compression. B. Lens obstacle. C. Dark. D. Zoom blur",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg"
    }
  },
  {
    "scene_token": "797700339b014fb6aa61c1ea3778d587",
    "frame_token": "fbc07f14f4ca4f9692e6139031e58161",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg"
    }
  },
  {
    "scene_token": "797700339b014fb6aa61c1ea3778d587",
    "frame_token": "fbc07f14f4ca4f9692e6139031e58161",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a pedestrian wearing a white shirt to the front left of the ego vehicle, a yellow bus to the back of the ego vehicle, and a silver sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.8656,0.6611>, <c2,CAM_BACK,0.6234,0.5611>, and <c3,CAM_FRONT,0.4995,0.5186>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg"
    }
  },
  {
    "scene_token": "797700339b014fb6aa61c1ea3778d587",
    "frame_token": "fbc07f14f4ca4f9692e6139031e58161",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_LEFT,0.8656,0.6611> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "C, Explanation: The object is a pedestrian wearing a white shirt and is moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg"
    }
  },
  {
    "scene_token": "797700339b014fb6aa61c1ea3778d587",
    "frame_token": "fbc07f14f4ca4f9692e6139031e58161",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.8656,0.6611> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a pedestrian wearing a white shirt, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg"
    }
  },
  {
    "scene_token": "797700339b014fb6aa61c1ea3778d587",
    "frame_token": "fbc07f14f4ca4f9692e6139031e58161",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that pedestrian wearing a white shirt at left camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly, notice that silver sedan at front camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice that yellow bus at back camera. The object is stationary, so the ego vehicle should keep going ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg"
    }
  },
  {
    "scene_token": "797700339b014fb6aa61c1ea3778d587",
    "frame_token": "fbc07f14f4ca4f9692e6139031e58161",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.8656,0.6611> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to avoid a collision, high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg"
    }
  },
  {
    "scene_token": "797700339b014fb6aa61c1ea3778d587",
    "frame_token": "fbc07f14f4ca4f9692e6139031e58161",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.8656,0.6611> considering the lens obstacle corruption?",
    "answer": "Sharp left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg"
    }
  },
  {
    "scene_token": "797700339b014fb6aa61c1ea3778d587",
    "frame_token": "fbc07f14f4ca4f9692e6139031e58161",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, with a noticeable lens obstacle corruption affecting the visibility of certain areas. To the front left of the ego vehicle, there is a pedestrian wearing a white shirt, moving ahead. Directly in front, a silver sedan is also moving forward. Behind the ego vehicle, a yellow bus is stationary. The corruption primarily affects the central areas of the images, making it challenging to perceive distant objects clearly.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194161677893.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "c61f77e2820743f696047eec21d7807a",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Snow. C. Bright. D. Dark",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "c61f77e2820743f696047eec21d7807a",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "c61f77e2820743f696047eec21d7807a",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5583,0.5694> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a black Jeep moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "c61f77e2820743f696047eec21d7807a",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black Jeep to the back of the ego vehicle, a yellow construction truck to the front of the ego vehicle, a pedestrian wearing a yellow shirt to the front of the ego vehicle, and a white sedan to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5583,0.5694>, <c2,CAM_FRONT,0.6016,0.5176>, <c3,CAM_FRONT,0.9114,0.5314>, and <c4,CAM_FRONT_LEFT,0.3567,0.7696>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "c61f77e2820743f696047eec21d7807a",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5583,0.5694> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black Jeep, not a traffic sign or road barrier, and the corruption does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "c61f77e2820743f696047eec21d7807a",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, brake gently to a stop, decelerate gradually without braking, slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "c61f77e2820743f696047eec21d7807a",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.5583,0.5694> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to avoid a collision, which is high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "c61f77e2820743f696047eec21d7807a",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is urban with overcast skies and wet roads, indicating recent rain. The lens obstacle corruption creates blurred areas in the images, particularly affecting the central view. Key objects include a black Jeep moving behind the ego vehicle, a stationary yellow construction truck ahead, a pedestrian in a yellow shirt crossing in front, and a white sedan moving to the front left. These objects are crucial for navigation and decision-making despite the visual obstructions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "d90e838c4fd145d38d27063ad91fc13b",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Sensor failure. C. Color quant. D. Water splash",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "d90e838c4fd145d38d27063ad91fc13b",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "d90e838c4fd145d38d27063ad91fc13b",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c1,CAM_BACK,0.5583,0.5519>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a black car moving ahead, and the corruption does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "d90e838c4fd145d38d27063ad91fc13b",
    "question_type": "robust_qas",
    "question": "With the lens obstacle corruption, what are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the back of the ego vehicle, a white business to the front of the ego vehicle, a silver gray sedan to the front right of the ego vehicle, and a black SUV to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5583,0.5519>, <c2,CAM_FRONT,0.8927,0.5861>, <c3,CAM_FRONT_RIGHT,0.3469,0.7741>, and <c4,CAM_FRONT_LEFT,0.6308,0.6037>. The corruption affects visibility but not the presence of these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "d90e838c4fd145d38d27063ad91fc13b",
    "question_type": "robust_qas",
    "question": "Given the lens obstacle corruption, is <c1,CAM_BACK,0.5583,0.5519> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, and the corruption does not alter its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "d90e838c4fd145d38d27063ad91fc13b",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking. The corruption may affect visibility, so cautious driving is advised.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "d90e838c4fd145d38d27063ad91fc13b",
    "question_type": "robust_qas",
    "question": "With the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5583,0.5519>?",
    "answer": "Back up. The corruption does not change the potential collision risk if the ego vehicle reverses.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg"
    }
  },
  {
    "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f",
    "frame_token": "d90e838c4fd145d38d27063ad91fc13b",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a rainy urban street with reduced visibility due to lens obstacle corruption. Key objects include a black car moving behind the ego vehicle, a stationary white business in front, a silver gray sedan to the front right, and a black SUV to the front left. The corruption affects the clarity of these objects, particularly in the CAM_FRONT_RIGHT image, but their positions remain identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289772528113.jpg"
    }
  },
  {
    "scene_token": "19640fe4b6894f97b16e0faad51432b4",
    "frame_token": "c217fc7644164911a7e9cfd1858825ce",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Rain. C. Saturate. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg"
    }
  },
  {
    "scene_token": "19640fe4b6894f97b16e0faad51432b4",
    "frame_token": "c217fc7644164911a7e9cfd1858825ce",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The fourth image (CAM_FRONT) is most affected, with a large blurred area in the center.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg"
    }
  },
  {
    "scene_token": "19640fe4b6894f97b16e0faad51432b4",
    "frame_token": "c217fc7644164911a7e9cfd1858825ce",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a black small car to the front of the ego vehicle, a white small car to the front of the ego vehicle, an indistinguishable object to the back of the ego vehicle, and a black small car to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3609,0.5528>, <c2,CAM_FRONT,0.4458,0.5398>, <c3,CAM_BACK,0.6011,0.5741>, and <c4,CAM_FRONT,0.2354,0.5092>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg"
    }
  },
  {
    "scene_token": "19640fe4b6894f97b16e0faad51432b4",
    "frame_token": "c217fc7644164911a7e9cfd1858825ce",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.3609,0.5528> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a black small car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg"
    }
  },
  {
    "scene_token": "19640fe4b6894f97b16e0faad51432b4",
    "frame_token": "c217fc7644164911a7e9cfd1858825ce",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.3609,0.5528> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black small car, not a traffic sign or road barrier, and the corruption does not change its category.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg"
    }
  },
  {
    "scene_token": "19640fe4b6894f97b16e0faad51432b4",
    "frame_token": "c217fc7644164911a7e9cfd1858825ce",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.3609,0.5528> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to decelerate gradually without braking. The reason is to avoid a collision, which is high probability. The corruption does not alter the necessity of this action.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg"
    }
  },
  {
    "scene_token": "19640fe4b6894f97b16e0faad51432b4",
    "frame_token": "c217fc7644164911a7e9cfd1858825ce",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3609,0.5528> considering the lens obstacle corruption?",
    "answer": "Accelerate and go straight. The corruption does not change the risk of collision with this action.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg"
    }
  },
  {
    "scene_token": "19640fe4b6894f97b16e0faad51432b4",
    "frame_token": "c217fc7644164911a7e9cfd1858825ce",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a nighttime driving scene with significant lens obstacle corruption affecting visibility. The front camera shows a black small car and a white small car moving ahead, with coordinates <c1,CAM_FRONT,0.3609,0.5528> and <c2,CAM_FRONT,0.4458,0.5398>. An indistinguishable object is detected at the back with coordinates <c3,CAM_BACK,0.6011,0.5741>. The corruption creates large blurred areas, particularly in the center of the images, impacting the clarity of the scene.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194208177893.jpg"
    }
  },
  {
    "scene_token": "2f093cad7209436aa06e103bfe062857",
    "frame_token": "8d50d284e3a94262a2c27caf2a365fb8",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Rain. B. Sensor failure. C. Dark. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg"
    }
  },
  {
    "scene_token": "2f093cad7209436aa06e103bfe062857",
    "frame_token": "8d50d284e3a94262a2c27caf2a365fb8",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_LEFT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg"
    }
  },
  {
    "scene_token": "2f093cad7209436aa06e103bfe062857",
    "frame_token": "8d50d284e3a94262a2c27caf2a365fb8",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c2,CAM_FRONT_LEFT,0.7886,0.6667>? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "C, Explanation: The object is a pedestrian with a yellow hat, moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg"
    }
  },
  {
    "scene_token": "2f093cad7209436aa06e103bfe062857",
    "frame_token": "8d50d284e3a94262a2c27caf2a365fb8",
    "question_type": "robust_qas",
    "question": "With lens obstacle corruption, what are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is an orange and white traffic cone to the front of the ego vehicle, a pedestrian with a yellow hat to the front left of the ego vehicle, a silver sedan to the back right of the ego vehicle, a brown sedan to the back of the ego vehicle, a silver business car to the back left of the ego vehicle, and a white landmark line to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4891,0.9262>, <c2,CAM_FRONT_LEFT,0.7886,0.6667>, <c3,CAM_BACK_RIGHT,0.5156,0.7602>, <c4,CAM_BACK,0.5062,0.6648>, <c5,CAM_BACK_LEFT,0.2526,0.6426>, and <c6,CAM_FRONT,0.6107,0.9260>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg"
    }
  },
  {
    "scene_token": "2f093cad7209436aa06e103bfe062857",
    "frame_token": "8d50d284e3a94262a2c27caf2a365fb8",
    "question_type": "robust_qas",
    "question": "With the current lens obstacle corruption, is <c1,CAM_FRONT,0.4891,0.9262> a traffic sign or a road barrier?",
    "answer": "Yes, Explanation: The object is an orange and white traffic cone, which acts as a road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg"
    }
  },
  {
    "scene_token": "2f093cad7209436aa06e103bfe062857",
    "frame_token": "8d50d284e3a94262a2c27caf2a365fb8",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_LEFT,0.7886,0.6667>?",
    "answer": "Slight left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg"
    }
  },
  {
    "scene_token": "2f093cad7209436aa06e103bfe062857",
    "frame_token": "8d50d284e3a94262a2c27caf2a365fb8",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop, brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg"
    }
  },
  {
    "scene_token": "2f093cad7209436aa06e103bfe062857",
    "frame_token": "8d50d284e3a94262a2c27caf2a365fb8",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is affected by lens obstacle corruption, causing some areas to be blurred. In the front view, there is an orange and white traffic cone and a white landmark line. To the front left, a pedestrian with a yellow hat is moving. The back right view shows a stationary silver sedan, while the back view has a brown sedan. On the back left, a silver business car is stationary. The corruption impacts the clarity of these objects, but their positions are noted as <c1,CAM_FRONT,0.4891,0.9262>, <c2,CAM_FRONT_LEFT,0.7886,0.6667>, <c3,CAM_BACK_RIGHT,0.5156,0.7602>, <c4,CAM_BACK,0.5062,0.6648>, <c5,CAM_BACK_LEFT,0.2526,0.6426>, and <c6,CAM_FRONT,0.6107,0.9260>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg"
    }
  },
  {
    "scene_token": "8adaf76e6005413181924e6c83053a21",
    "frame_token": "674606c111a34332a95498a56858e1c3",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Snow. C. Dark. D. Rain",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg"
    }
  },
  {
    "scene_token": "8adaf76e6005413181924e6c83053a21",
    "frame_token": "674606c111a34332a95498a56858e1c3",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg"
    }
  },
  {
    "scene_token": "8adaf76e6005413181924e6c83053a21",
    "frame_token": "674606c111a34332a95498a56858e1c3",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.4849,0.5944> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a silver sedan moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg"
    }
  },
  {
    "scene_token": "8adaf76e6005413181924e6c83053a21",
    "frame_token": "674606c111a34332a95498a56858e1c3",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a silver sedan to the back of the ego vehicle, a pedestrian to the front left of the ego vehicle, and a straight, left turn, right turn to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4849,0.5944>, <c2,CAM_FRONT_LEFT,0.9386,0.7176>, and <c3,CAM_FRONT,0.6144,0.6750>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg"
    }
  },
  {
    "scene_token": "8adaf76e6005413181924e6c83053a21",
    "frame_token": "674606c111a34332a95498a56858e1c3",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that pedestrian at left camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly, notice that straight, left turn, right turn at front camera. The object is a traffic sign, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice that silver sedan at back camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. The corruption does not change the order of noticing these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg"
    }
  },
  {
    "scene_token": "8adaf76e6005413181924e6c83053a21",
    "frame_token": "674606c111a34332a95498a56858e1c3",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.4849,0.5944> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a silver sedan, and the corruption does not affect its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg"
    }
  },
  {
    "scene_token": "8adaf76e6005413181924e6c83053a21",
    "frame_token": "674606c111a34332a95498a56858e1c3",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.4849,0.5944> considering the lens obstacle corruption?",
    "answer": "Brake suddenly. The corruption does not affect the potential collision risk.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg"
    }
  },
  {
    "scene_token": "8adaf76e6005413181924e6c83053a21",
    "frame_token": "674606c111a34332a95498a56858e1c3",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Brake gently to a stop, decelerate gradually without braking. The corruption does not affect the recommended safe actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg"
    }
  },
  {
    "scene_token": "8adaf76e6005413181924e6c83053a21",
    "frame_token": "674606c111a34332a95498a56858e1c3",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a dimly lit urban area with several buildings visible. The CAM_FRONT image shows a road with a pedestrian crossing, partially obscured by lens obstacle corruption. A silver sedan is moving behind the ego vehicle, visible in the CAM_BACK image. To the front left, a pedestrian is walking, visible in the CAM_FRONT_LEFT image. Traffic signs indicating straight, left turn, and right turn are visible in the CAM_FRONT image. Despite the corruption, key objects remain identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg"
    }
  },
  {
    "scene_token": "ba76f4185aa34ed3bff467ac640da902",
    "frame_token": "2fd8f9bd71664143bc0e643a914791be",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Sensor failure. B. Zoom blur. C. Lens obstacle. D. Bright",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg"
    }
  },
  {
    "scene_token": "ba76f4185aa34ed3bff467ac640da902",
    "frame_token": "2fd8f9bd71664143bc0e643a914791be",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg"
    }
  },
  {
    "scene_token": "ba76f4185aa34ed3bff467ac640da902",
    "frame_token": "2fd8f9bd71664143bc0e643a914791be",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c4,CAM_FRONT,0.3433,0.6611> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "C, Explanation: The object is a person wearing a white shirt, and despite the corruption, they are moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg"
    }
  },
  {
    "scene_token": "ba76f4185aa34ed3bff467ac640da902",
    "frame_token": "2fd8f9bd71664143bc0e643a914791be",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a red traffic cone to the front of the ego vehicle, a white van to the front right of the ego vehicle, a white sedan to the front right of the ego vehicle, a person wearing a white shirt to the front of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.1906,0.7676>, <c2,CAM_FRONT_RIGHT,0.6922,0.5509>, <c3,CAM_FRONT_RIGHT,0.3000,0.5963>, <c4,CAM_FRONT,0.3433,0.6611>, and <c5,CAM_FRONT,0.9852,0.2991>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg"
    }
  },
  {
    "scene_token": "ba76f4185aa34ed3bff467ac640da902",
    "frame_token": "2fd8f9bd71664143bc0e643a914791be",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.1906,0.7676> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "Yes, Explanation: The object is a red traffic cone, which is a road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg"
    }
  },
  {
    "scene_token": "ba76f4185aa34ed3bff467ac640da902",
    "frame_token": "2fd8f9bd71664143bc0e643a914791be",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c2,CAM_FRONT_RIGHT,0.6922,0.5509> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to turn right. The reason is to follow the traffic rules, and the probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg"
    }
  },
  {
    "scene_token": "ba76f4185aa34ed3bff467ac640da902",
    "frame_token": "2fd8f9bd71664143bc0e643a914791be",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_RIGHT,0.6922,0.5509> considering the lens obstacle corruption?",
    "answer": "Sharp right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg"
    }
  },
  {
    "scene_token": "ba76f4185aa34ed3bff467ac640da902",
    "frame_token": "2fd8f9bd71664143bc0e643a914791be",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban intersection with multiple lanes and traffic signals. The lens obstacle corruption affects visibility, particularly in the CAM_FRONT_RIGHT view, where a white van and a white sedan are stationary. A red traffic cone is visible in the CAM_FRONT view, indicating a road barrier. A pedestrian wearing a white shirt is moving ahead in the CAM_FRONT view. The red light is visible in the CAM_FRONT view, indicating a stop signal. Despite the corruption, the key objects remain identifiable, allowing for cautious navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_BACK_RIGHT__1533114333027893.jpg"
    }
  },
  {
    "scene_token": "b79d940da8df43d09ee972c2414ffeca",
    "frame_token": "dae47bb946e8418eb0fea1267c1ba730",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Snow. B. Lens obstacle. C. H256 ABR compression. D. Motion blur",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg"
    }
  },
  {
    "scene_token": "b79d940da8df43d09ee972c2414ffeca",
    "frame_token": "dae47bb946e8418eb0fea1267c1ba730",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The third image (CAM_FRONT_RIGHT) is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg"
    }
  },
  {
    "scene_token": "b79d940da8df43d09ee972c2414ffeca",
    "frame_token": "dae47bb946e8418eb0fea1267c1ba730",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a blue car to the back of the ego vehicle, a pedestrian wearing a white shirt to the front left of the ego vehicle, and a brown sedan car to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.8109,0.6741>, <c2,CAM_FRONT_LEFT,0.5739,0.6361>, and <c3,CAM_FRONT_RIGHT,0.4328,0.7398>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg"
    }
  },
  {
    "scene_token": "b79d940da8df43d09ee972c2414ffeca",
    "frame_token": "dae47bb946e8418eb0fea1267c1ba730",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT_LEFT,0.5739,0.6361> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a pedestrian wearing a white shirt and is moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg"
    }
  },
  {
    "scene_token": "b79d940da8df43d09ee972c2414ffeca",
    "frame_token": "dae47bb946e8418eb0fea1267c1ba730",
    "question_type": "robust_qas",
    "question": "With the lens obstacle corruption, what object should the ego vehicle notice first when the ego vehicle is getting to the next possible location? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice pedestrian wearing a white shirt at left camera. It is going ahead, so the ego vehicle should slow down and proceed. Secondly notice brown sedan car at right camera. It is stationary, so the ego vehicle should decelerate gradually until it comes to a stop. Thirdly notice blue car at back camera. It is stationary, so the ego vehicle should slow down and proceed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg"
    }
  },
  {
    "scene_token": "b79d940da8df43d09ee972c2414ffeca",
    "frame_token": "dae47bb946e8418eb0fea1267c1ba730",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.8109,0.6741> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a blue car and not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg"
    }
  },
  {
    "scene_token": "b79d940da8df43d09ee972c2414ffeca",
    "frame_token": "dae47bb946e8418eb0fea1267c1ba730",
    "question_type": "robust_qas",
    "question": "Given the lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, accelerate and go ahead, slightly offset to the left, slightly offset to the right, change to the left lane, or change to the right lane.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg"
    }
  },
  {
    "scene_token": "b79d940da8df43d09ee972c2414ffeca",
    "frame_token": "dae47bb946e8418eb0fea1267c1ba730",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.8109,0.6741>?",
    "answer": "Change to the left lane.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg"
    }
  },
  {
    "scene_token": "b79d940da8df43d09ee972c2414ffeca",
    "frame_token": "dae47bb946e8418eb0fea1267c1ba730",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is urban with tall buildings on either side of the road. The road is paved with cobblestones and has clear lane markings. Due to lens obstacle corruption, parts of the images are blurred, particularly affecting the view of the brown sedan car in the front right camera. Key objects include a blue car behind the ego vehicle, a pedestrian wearing a white shirt moving ahead on the left, and a stationary brown sedan car to the front right. The obstruction makes it challenging to perceive these objects clearly, impacting the vehicle's decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886095677893.jpg"
    }
  },
  {
    "scene_token": "e15260c4ed5b4505900d497ef92ddd2d",
    "frame_token": "7a639c70662c4321bfd748c47c25ca94",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Snow. B. Water splash. C. Motion blur. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg"
    }
  },
  {
    "scene_token": "e15260c4ed5b4505900d497ef92ddd2d",
    "frame_token": "7a639c70662c4321bfd748c47c25ca94",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg"
    }
  },
  {
    "scene_token": "e15260c4ed5b4505900d497ef92ddd2d",
    "frame_token": "7a639c70662c4321bfd748c47c25ca94",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a silver car to the back right of the ego vehicle, a black SUV to the back of the ego vehicle, a silver sedan to the front right of the ego vehicle, a black car to the front left of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_RIGHT,0.4146,0.7509>, <c2,CAM_BACK,0.3646,0.5833>, <c3,CAM_FRONT_RIGHT,0.2453,0.5963>, <c4,CAM_FRONT_LEFT,0.4609,0.5676>, and <c5,CAM_FRONT,0.6440,0.2957>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg"
    }
  },
  {
    "scene_token": "e15260c4ed5b4505900d497ef92ddd2d",
    "frame_token": "7a639c70662c4321bfd748c47c25ca94",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK_RIGHT,0.4146,0.7509> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a silver car moving ahead, and the lens obstacle does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg"
    }
  },
  {
    "scene_token": "e15260c4ed5b4505900d497ef92ddd2d",
    "frame_token": "7a639c70662c4321bfd748c47c25ca94",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK_RIGHT,0.4146,0.7509> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a silver car, not a traffic sign or road barrier, and the lens obstacle does not change this classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg"
    }
  },
  {
    "scene_token": "e15260c4ed5b4505900d497ef92ddd2d",
    "frame_token": "7a639c70662c4321bfd748c47c25ca94",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK_RIGHT,0.4146,0.7509> considering the lens obstacle corruption?",
    "answer": "Sharp right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg"
    }
  },
  {
    "scene_token": "e15260c4ed5b4505900d497ef92ddd2d",
    "frame_token": "7a639c70662c4321bfd748c47c25ca94",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK_RIGHT,0.4146,0.7509> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to avoid a collision, which has a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg"
    }
  },
  {
    "scene_token": "e15260c4ed5b4505900d497ef92ddd2d",
    "frame_token": "7a639c70662c4321bfd748c47c25ca94",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with wet roads, indicating recent rain. The lens obstacle corruption creates blurred areas in the images, particularly affecting the central view. Key objects include a silver car to the back right, a black SUV directly behind, a stationary silver sedan to the front right, and a stationary black car to the front left. A green traffic light is visible ahead, indicating that the ego vehicle can proceed. Despite the corruption, the vehicle must navigate carefully, maintaining awareness of its surroundings.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297160028113.jpg"
    }
  },
  {
    "scene_token": "0b8948ee96ac46faad405bf1ffc70bb1",
    "frame_token": "ec7523bf32734267bc88b41dac419cb0",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Fog. C. Bright. D. Bit error",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg"
    }
  },
  {
    "scene_token": "0b8948ee96ac46faad405bf1ffc70bb1",
    "frame_token": "ec7523bf32734267bc88b41dac419cb0",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from the front camera is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg"
    }
  },
  {
    "scene_token": "0b8948ee96ac46faad405bf1ffc70bb1",
    "frame_token": "ec7523bf32734267bc88b41dac419cb0",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a silver sedan to the back right of the ego vehicle, a gray SUV to the front right of the ego vehicle, a gray SUV to the front left of the ego vehicle, and a white truck to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_RIGHT,0.8094,0.7398>, <c2,CAM_FRONT_RIGHT,0.3442,0.5444>, <c3,CAM_FRONT_LEFT,0.4995,0.5658>, and <c4,CAM_FRONT,0.6901,0.4074>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg"
    }
  },
  {
    "scene_token": "0b8948ee96ac46faad405bf1ffc70bb1",
    "frame_token": "ec7523bf32734267bc88b41dac419cb0",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT_RIGHT,0.3442,0.5444> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a gray SUV moving ahead, and the lens obstacle does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg"
    }
  },
  {
    "scene_token": "0b8948ee96ac46faad405bf1ffc70bb1",
    "frame_token": "ec7523bf32734267bc88b41dac419cb0",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK_RIGHT,0.8094,0.7398> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a silver sedan, and the lens obstacle does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg"
    }
  },
  {
    "scene_token": "0b8948ee96ac46faad405bf1ffc70bb1",
    "frame_token": "ec7523bf32734267bc88b41dac419cb0",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_RIGHT,0.3442,0.5444> considering the lens obstacle corruption?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg"
    }
  },
  {
    "scene_token": "0b8948ee96ac46faad405bf1ffc70bb1",
    "frame_token": "ec7523bf32734267bc88b41dac419cb0",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Turn right, slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg"
    }
  },
  {
    "scene_token": "0b8948ee96ac46faad405bf1ffc70bb1",
    "frame_token": "ec7523bf32734267bc88b41dac419cb0",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is rainy with reduced visibility due to lens obstacle corruption affecting several camera views. A white truck is positioned directly in front of the ego vehicle, partially obscured by the lens obstacle. To the front right, a gray SUV is moving forward, while another gray SUV is positioned to the front left. A stationary silver sedan is located to the back right of the ego vehicle. The road is wet, and visibility is compromised, requiring careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg"
    }
  },
  {
    "scene_token": "53c92676ef334011bd4689494ac11fa0",
    "frame_token": "971f7df7e4f64081a7b22089a8532caf",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. H256 ABR compression. C. Saturate. D. Sensor failure",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg"
    }
  },
  {
    "scene_token": "53c92676ef334011bd4689494ac11fa0",
    "frame_token": "971f7df7e4f64081a7b22089a8532caf",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_LEFT and CAM_BACK images are most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg"
    }
  },
  {
    "scene_token": "53c92676ef334011bd4689494ac11fa0",
    "frame_token": "971f7df7e4f64081a7b22089a8532caf",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT_LEFT,0.8942,0.5908> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a pedestrian crossing the road, and despite the corruption, it is still moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg"
    }
  },
  {
    "scene_token": "53c92676ef334011bd4689494ac11fa0",
    "frame_token": "971f7df7e4f64081a7b22089a8532caf",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a motorcycle to the front left of the ego vehicle, pedestrians crossing the road to the front left of the ego vehicle, and a black sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.5917,0.6009>, <c2,CAM_FRONT_LEFT,0.8942,0.5908>, and <c3,CAM_BACK,0.4309,0.6047>. Despite the corruption, these objects remain important.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg"
    }
  },
  {
    "scene_token": "53c92676ef334011bd4689494ac11fa0",
    "frame_token": "971f7df7e4f64081a7b22089a8532caf",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice pedestrians crossing the road at left camera. It is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly, notice black sedan at back camera. It is turning right, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice motorcycle at left camera. It is stationary, so the ego vehicle should keep going ahead at the same speed. The corruption does not alter the order of importance.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg"
    }
  },
  {
    "scene_token": "53c92676ef334011bd4689494ac11fa0",
    "frame_token": "971f7df7e4f64081a7b22089a8532caf",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.5917,0.6009> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary motorcycle, not a traffic sign or road barrier, even with the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg"
    }
  },
  {
    "scene_token": "53c92676ef334011bd4689494ac11fa0",
    "frame_token": "971f7df7e4f64081a7b22089a8532caf",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.5917,0.6009> considering the lens obstacle corruption?",
    "answer": "Slight left turn. The corruption does not change the potential collision risk with this action.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg"
    }
  },
  {
    "scene_token": "53c92676ef334011bd4689494ac11fa0",
    "frame_token": "971f7df7e4f64081a7b22089a8532caf",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.5917,0.6009> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that the object has little reference value for the ego vehicle, and the probability is high. The corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg"
    }
  },
  {
    "scene_token": "53c92676ef334011bd4689494ac11fa0",
    "frame_token": "971f7df7e4f64081a7b22089a8532caf",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with several trees lining the streets. The lens obstacle corruption affects visibility in certain areas, particularly in the CAM_FRONT_LEFT and CAM_BACK images. Key objects include a stationary motorcycle located at the front left, pedestrians crossing the road also at the front left, and a moving black sedan at the back. Despite the corruption, these objects are identifiable and crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621793628113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "ecd7b29ba9644fc99af37fac3d5fa691",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Snow. B. Sensor failure. C. Water splash. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "ecd7b29ba9644fc99af37fac3d5fa691",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "ecd7b29ba9644fc99af37fac3d5fa691",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.5443,0.5639> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a gray car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "ecd7b29ba9644fc99af37fac3d5fa691",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black small car to the front of the ego vehicle, a gray car to the back of the ego vehicle, and a yellow traffic sign to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3401,0.5611>, <c2,CAM_BACK,0.5443,0.5639>, and <c3,CAM_FRONT,0.5927,0.5224>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "ecd7b29ba9644fc99af37fac3d5fa691",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice yellow traffic sign at front camera. The object is a traffic sign, so the ego vehicle should slow down and continue ahead. Secondly, notice black small car at front camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Thirdly, notice gray car at back camera. The object is moving ahead, so the ego vehicle should continue ahead at the same speed. The lens obstacle corruption does not affect the order of noticing these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "ecd7b29ba9644fc99af37fac3d5fa691",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.3401,0.5611> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black small car, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "ecd7b29ba9644fc99af37fac3d5fa691",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, decelerate gradually without braking. The corruption does not affect the safety of these actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "ecd7b29ba9644fc99af37fac3d5fa691",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3401,0.5611> considering the lens obstacle corruption?",
    "answer": "No such action will lead to a collision. The corruption does not obscure the black small car enough to cause a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "ecd7b29ba9644fc99af37fac3d5fa691",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is affected by lens obstacle corruption, creating blurred areas in the images. Despite this, key objects are identifiable: a black small car is stationary in front of the ego vehicle, a gray car is moving behind, and a yellow traffic sign is visible ahead. The road is clear, with buildings on either side, and the corruption does not obscure the path of the ego vehicle.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573085378113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "5d2eec2186424ee8b74faf32540a12a6",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Saturate. B. Motion blur. C. Lens obstacle. D. Bit error",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573088928113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "5d2eec2186424ee8b74faf32540a12a6",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The third image (CAM_FRONT) is most affected, with a large blurred area in the center.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573088928113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "5d2eec2186424ee8b74faf32540a12a6",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black business car to the front left of the ego vehicle, a silver-gray sedan to the back of the ego vehicle, and a yellow sign to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.8286,0.5852>, <c2,CAM_BACK,0.5401,0.5574>, and <c3,CAM_FRONT,0.6292,0.4913>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573088928113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "5d2eec2186424ee8b74faf32540a12a6",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.5401,0.5574> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a silver-gray sedan moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573088928113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "5d2eec2186424ee8b74faf32540a12a6",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.8286,0.5852> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black business car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573088928113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "5d2eec2186424ee8b74faf32540a12a6",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice yellow sign at front camera. The object is a traffic sign and the ego vehicle should continue ahead at the same speed. Secondly, notice black business car at left camera. The object is stationary and the ego vehicle should continue ahead at the same speed. Thirdly, notice silver-gray sedan at back camera. The object is moving ahead and the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573088928113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "5d2eec2186424ee8b74faf32540a12a6",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.8286,0.5852> considering the lens obstacle corruption?",
    "answer": "Moderate left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573088928113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "5d2eec2186424ee8b74faf32540a12a6",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573088928113.jpg"
    }
  },
  {
    "scene_token": "c133e78e55ae487c821803a3b183d1ab",
    "frame_token": "5d2eec2186424ee8b74faf32540a12a6",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is set on a city street with several vehicles and a few pedestrians. The front camera shows a road with a yellow sign slightly obscured by lens obstacle corruption. To the front left, a black business car is stationary, while a silver-gray sedan is moving behind the ego vehicle. Trees and buildings line the street, and the lens obstacle corruption creates blurred areas, particularly affecting the central view of the front camera.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573088928113.jpg"
    }
  },
  {
    "scene_token": "fbf27198b3424e28ab1de2a12eb3dc4a",
    "frame_token": "f00c919a5e07495c927062d083fbdd2d",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Color quant. C. Bit error. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153647428113.jpg"
    }
  },
  {
    "scene_token": "fbf27198b3424e28ab1de2a12eb3dc4a",
    "frame_token": "f00c919a5e07495c927062d083fbdd2d",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153647428113.jpg"
    }
  },
  {
    "scene_token": "fbf27198b3424e28ab1de2a12eb3dc4a",
    "frame_token": "f00c919a5e07495c927062d083fbdd2d",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a person wearing a white shirt to the front of the ego vehicle, a white car to the back left of the ego vehicle, a white car to the front right of the ego vehicle, a person wearing a red shirt to the front of the ego vehicle, and a yellow traffic sign to the back right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.6370,0.5898>, <c2,CAM_BACK_LEFT,0.7391,0.5528>, <c3,CAM_FRONT_RIGHT,0.4422,0.5564>, <c4,CAM_FRONT,0.5516,0.5908>, and <c5,CAM_BACK_RIGHT,0.4523,0.5026>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153647428113.jpg"
    }
  },
  {
    "scene_token": "fbf27198b3424e28ab1de2a12eb3dc4a",
    "frame_token": "f00c919a5e07495c927062d083fbdd2d",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK_LEFT,0.7391,0.5528> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a white car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153647428113.jpg"
    }
  },
  {
    "scene_token": "fbf27198b3424e28ab1de2a12eb3dc4a",
    "frame_token": "f00c919a5e07495c927062d083fbdd2d",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.6370,0.5898> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary pedestrian wearing a white shirt, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153647428113.jpg"
    }
  },
  {
    "scene_token": "fbf27198b3424e28ab1de2a12eb3dc4a",
    "frame_token": "f00c919a5e07495c927062d083fbdd2d",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Turn right, decelerate gradually without braking, are safe actions to take for the ego vehicle in this scenario.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153647428113.jpg"
    }
  },
  {
    "scene_token": "fbf27198b3424e28ab1de2a12eb3dc4a",
    "frame_token": "f00c919a5e07495c927062d083fbdd2d",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.6370,0.5898> considering the lens obstacle corruption?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153647428113.jpg"
    }
  },
  {
    "scene_token": "fbf27198b3424e28ab1de2a12eb3dc4a",
    "frame_token": "f00c919a5e07495c927062d083fbdd2d",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a typical urban street scene with some areas obscured by lens obstacle corruption. To the front of the ego vehicle, there are two stationary pedestrians, one wearing a white shirt and another wearing a red shirt, located at coordinates <c1,CAM_FRONT,0.6370,0.5898> and <c4,CAM_FRONT,0.5516,0.5908>. A moving white car is visible to the back left at <c2,CAM_BACK_LEFT,0.7391,0.5528>, and another moving white car is to the front right at <c3,CAM_FRONT_RIGHT,0.4422,0.5564>. A yellow traffic sign is positioned to the back right at <c5,CAM_BACK_RIGHT,0.4523,0.5026>. Despite the corruption, these key objects are identified for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153647428113.jpg"
    }
  },
  {
    "scene_token": "53d4c9a634df4fdfadf057d3a216e98f",
    "frame_token": "f4daf8fc833849bd8f1bf0b729621cd2",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Snow. B. Lens obstacle. C. Motion blur. D. Water splash",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488201778113.jpg"
    }
  },
  {
    "scene_token": "53d4c9a634df4fdfadf057d3a216e98f",
    "frame_token": "f4daf8fc833849bd8f1bf0b729621cd2",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488201778113.jpg"
    }
  },
  {
    "scene_token": "53d4c9a634df4fdfadf057d3a216e98f",
    "frame_token": "f4daf8fc833849bd8f1bf0b729621cd2",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a pedestrian wearing black pants to the back right of the ego vehicle, a silver SUV to the back of the ego vehicle, a black sedan to the front left of the ego vehicle, a pedestrian wearing a white shirt to the front of the ego vehicle, a black car to the front of the ego vehicle, and a pedestrian with an orange shirt to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_RIGHT,0.1755,0.6472>, <c2,CAM_BACK,0.5036,0.6186>, <c3,CAM_FRONT_LEFT,0.4573,0.6908>, <c4,CAM_FRONT,0.8854,0.5953>, <c5,CAM_FRONT,0.4683,0.5602>, and <c6,CAM_FRONT_RIGHT,0.2005,0.6417>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488201778113.jpg"
    }
  },
  {
    "scene_token": "53d4c9a634df4fdfadf057d3a216e98f",
    "frame_token": "f4daf8fc833849bd8f1bf0b729621cd2",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK_RIGHT,0.1755,0.6472> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a pedestrian wearing black pants and is moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488201778113.jpg"
    }
  },
  {
    "scene_token": "53d4c9a634df4fdfadf057d3a216e98f",
    "frame_token": "f4daf8fc833849bd8f1bf0b729621cd2",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, is <c1,CAM_BACK_RIGHT,0.1755,0.6472> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a pedestrian wearing black pants and is moving.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488201778113.jpg"
    }
  },
  {
    "scene_token": "53d4c9a634df4fdfadf057d3a216e98f",
    "frame_token": "f4daf8fc833849bd8f1bf0b729621cd2",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, and decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488201778113.jpg"
    }
  },
  {
    "scene_token": "53d4c9a634df4fdfadf057d3a216e98f",
    "frame_token": "f4daf8fc833849bd8f1bf0b729621cd2",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK_RIGHT,0.1755,0.6472>?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488201778113.jpg"
    }
  },
  {
    "scene_token": "53d4c9a634df4fdfadf057d3a216e98f",
    "frame_token": "f4daf8fc833849bd8f1bf0b729621cd2",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is an urban environment with multiple pedestrians and vehicles. The CAM_FRONT image shows a pedestrian wearing a white shirt standing still, while a black car is moving ahead. The CAM_BACK_RIGHT image captures a pedestrian in black pants moving. The CAM_FRONT_LEFT image shows a black sedan moving forward. Despite the lens obstacle corruption, the ego vehicle can identify these objects and their positions: <c1,CAM_BACK_RIGHT,0.1755,0.6472>, <c2,CAM_BACK,0.5036,0.6186>, <c3,CAM_FRONT_LEFT,0.4573,0.6908>, <c4,CAM_FRONT,0.8854,0.5953>, <c5,CAM_FRONT,0.4683,0.5602>, and <c6,CAM_FRONT_RIGHT,0.2005,0.6417>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488201778113.jpg"
    }
  },
  {
    "scene_token": "d4c5db6faa9f443795ad86561e9e556e",
    "frame_token": "6e06cb03afab4d1eb30b3e0d8eb4d19e",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Zoom blur. B. Lens obstacle. C. Sensor failure. D. Image compression",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293297778113.jpg"
    }
  },
  {
    "scene_token": "d4c5db6faa9f443795ad86561e9e556e",
    "frame_token": "6e06cb03afab4d1eb30b3e0d8eb4d19e",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293297778113.jpg"
    }
  },
  {
    "scene_token": "d4c5db6faa9f443795ad86561e9e556e",
    "frame_token": "6e06cb03afab4d1eb30b3e0d8eb4d19e",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a dark green truck to the back of the ego vehicle, a pedestrian to the back left of the ego vehicle, a white truck to the front of the ego vehicle, and a sanitation worker to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.7177,0.5806>, <c2,CAM_BACK_LEFT,0.5031,0.5694>, <c3,CAM_FRONT,0.7052,0.4917>, and <c4,CAM_FRONT,0.2620,0.5426>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293297778113.jpg"
    }
  },
  {
    "scene_token": "d4c5db6faa9f443795ad86561e9e556e",
    "frame_token": "6e06cb03afab4d1eb30b3e0d8eb4d19e",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK_LEFT,0.5031,0.5694> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a pedestrian moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293297778113.jpg"
    }
  },
  {
    "scene_token": "d4c5db6faa9f443795ad86561e9e556e",
    "frame_token": "6e06cb03afab4d1eb30b3e0d8eb4d19e",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.7177,0.5806> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary dark green truck.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293297778113.jpg"
    }
  },
  {
    "scene_token": "d4c5db6faa9f443795ad86561e9e556e",
    "frame_token": "6e06cb03afab4d1eb30b3e0d8eb4d19e",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.7177,0.5806> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to avoid a collision, which is high in probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293297778113.jpg"
    }
  },
  {
    "scene_token": "d4c5db6faa9f443795ad86561e9e556e",
    "frame_token": "6e06cb03afab4d1eb30b3e0d8eb4d19e",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293297778113.jpg"
    }
  },
  {
    "scene_token": "d4c5db6faa9f443795ad86561e9e556e",
    "frame_token": "6e06cb03afab4d1eb30b3e0d8eb4d19e",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is affected by lens obstacle corruption, causing blurred areas in the images. Despite this, key objects are identifiable: a dark green truck is stationary at the back of the ego vehicle, a pedestrian is moving to the back left, a white truck is stationary at the front, and a sanitation worker is stationary at the front. The environment appears to be a rainy urban setting with wet roads and overcast skies, complicating visibility and perception.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293297778113.jpg"
    }
  },
  {
    "scene_token": "6d4b2bd795ae4c66900ad98ccd2371a6",
    "frame_token": "f589ce80644d46c0ab3c6e764321d5ef",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Saturate. B. Bright. C. Color quant. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402419027893.jpg"
    }
  },
  {
    "scene_token": "6d4b2bd795ae4c66900ad98ccd2371a6",
    "frame_token": "f589ce80644d46c0ab3c6e764321d5ef",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402419027893.jpg"
    }
  },
  {
    "scene_token": "6d4b2bd795ae4c66900ad98ccd2371a6",
    "frame_token": "f589ce80644d46c0ab3c6e764321d5ef",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.5792,0.6213> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a blue and white car moving ahead, and the corruption does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402419027893.jpg"
    }
  },
  {
    "scene_token": "6d4b2bd795ae4c66900ad98ccd2371a6",
    "frame_token": "f589ce80644d46c0ab3c6e764321d5ef",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a blue and white car to the front of the ego vehicle, a blue truck to the back of the ego vehicle, a white commercial vehicle to the front right of the ego vehicle, a pedestrian holding a black umbrella to the front left of the ego vehicle, a traffic light with green light on to the front of the ego vehicle, and a traffic light with green light on to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5792,0.6213>, <c2,CAM_BACK,0.4125,0.5231>, <c3,CAM_FRONT_RIGHT,0.4349,0.7661>, <c4,CAM_FRONT_LEFT,0.6239,0.5991>, <c5,CAM_FRONT,0.6933,0.4310>, and <c6,CAM_FRONT,0.4500,0.4412>. The corruption does not obscure these key objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402419027893.jpg"
    }
  },
  {
    "scene_token": "6d4b2bd795ae4c66900ad98ccd2371a6",
    "frame_token": "f589ce80644d46c0ab3c6e764321d5ef",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.5792,0.6213> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a blue and white car, and the corruption does not alter its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402419027893.jpg"
    }
  },
  {
    "scene_token": "6d4b2bd795ae4c66900ad98ccd2371a6",
    "frame_token": "f589ce80644d46c0ab3c6e764321d5ef",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.5792,0.6213> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to avoid a collision, which is high in probability. The corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402419027893.jpg"
    }
  },
  {
    "scene_token": "6d4b2bd795ae4c66900ad98ccd2371a6",
    "frame_token": "f589ce80644d46c0ab3c6e764321d5ef",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.5792,0.6213> considering the lens obstacle corruption?",
    "answer": "Accelerating and going straight. The corruption does not change this risk.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402419027893.jpg"
    }
  },
  {
    "scene_token": "6d4b2bd795ae4c66900ad98ccd2371a6",
    "frame_token": "f589ce80644d46c0ab3c6e764321d5ef",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with multiple lanes and modern buildings. Despite the lens obstacle corruption, key objects are identifiable: a blue and white car is moving ahead in the CAM_FRONT view, a blue truck is visible in the CAM_BACK view, and a white commercial vehicle is to the front right. A pedestrian with a black umbrella is walking to the front left, and traffic lights with green lights are visible in the CAM_FRONT view. The corruption affects the central part of some images but does not obscure critical driving information.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402419027893.jpg"
    }
  },
  {
    "scene_token": "8b60e7e47cde43e0a7fbd66d926de14f",
    "frame_token": "04b08aa7a863458aa2eeccc86d5e3569",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Dark. C. Saturate. D. Bit error",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290165928113.jpg"
    }
  },
  {
    "scene_token": "8b60e7e47cde43e0a7fbd66d926de14f",
    "frame_token": "04b08aa7a863458aa2eeccc86d5e3569",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290165928113.jpg"
    }
  },
  {
    "scene_token": "8b60e7e47cde43e0a7fbd66d926de14f",
    "frame_token": "04b08aa7a863458aa2eeccc86d5e3569",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a white SUV to the front of the ego vehicle, a black sedan to the back of the ego vehicle, a white sedan to the front of the ego vehicle, a white sedan to the front of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5031,0.5310>, <c2,CAM_BACK,0.6828,0.6648>, <c3,CAM_FRONT,0.2297,0.5658>, <c4,CAM_FRONT,0.5552,0.5491>, and <c5,CAM_FRONT,0.6502,0.4530>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290165928113.jpg"
    }
  },
  {
    "scene_token": "8b60e7e47cde43e0a7fbd66d926de14f",
    "frame_token": "04b08aa7a863458aa2eeccc86d5e3569",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.5031,0.5310> despite the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a white SUV moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290165928113.jpg"
    }
  },
  {
    "scene_token": "8b60e7e47cde43e0a7fbd66d926de14f",
    "frame_token": "04b08aa7a863458aa2eeccc86d5e3569",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.5031,0.5310> a traffic sign or a road barrier, considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290165928113.jpg"
    }
  },
  {
    "scene_token": "8b60e7e47cde43e0a7fbd66d926de14f",
    "frame_token": "04b08aa7a863458aa2eeccc86d5e3569",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.5031,0.5310> under lens obstacle corruption?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290165928113.jpg"
    }
  },
  {
    "scene_token": "8b60e7e47cde43e0a7fbd66d926de14f",
    "frame_token": "04b08aa7a863458aa2eeccc86d5e3569",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the left, and slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290165928113.jpg"
    }
  },
  {
    "scene_token": "8b60e7e47cde43e0a7fbd66d926de14f",
    "frame_token": "04b08aa7a863458aa2eeccc86d5e3569",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is set in an urban environment with multiple vehicles and a green traffic light visible. The lens obstacle corruption creates a blurred area in the center of the images, affecting visibility. Key objects include a white SUV moving ahead in the CAM_FRONT view at coordinates (0.5031, 0.5310), a black sedan moving behind the ego vehicle in the CAM_BACK view at coordinates (0.6828, 0.6648), and a green light in the CAM_FRONT view at coordinates (0.6502, 0.4530). Despite the corruption, the ego vehicle can still perceive these objects and maintain safe driving decisions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290165928113.jpg"
    }
  },
  {
    "scene_token": "3bc4553925494890a21ef7a15c40eaed",
    "frame_token": "48251ce758f444dcab723167fa8db055",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bright. B. Water splash. C. Lens obstacle. D. Snow",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729251628113.jpg"
    }
  },
  {
    "scene_token": "3bc4553925494890a21ef7a15c40eaed",
    "frame_token": "48251ce758f444dcab723167fa8db055",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729251628113.jpg"
    }
  },
  {
    "scene_token": "3bc4553925494890a21ef7a15c40eaed",
    "frame_token": "48251ce758f444dcab723167fa8db055",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the front of the ego vehicle, a white sedan to the front of the ego vehicle, a person on the roadside to the back left of the ego vehicle, a white sedan to the front of the ego vehicle, a walking person to the back right of the ego vehicle, and a white sedan car to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.2116,0.6054>, <c2,CAM_FRONT,0.9323,0.5519>, <c3,CAM_BACK_LEFT,0.1739,0.5547>, <c4,CAM_FRONT,0.6167,0.5417>, <c5,CAM_BACK_RIGHT,0.5114,0.6898>, and <c6,CAM_BACK,0.4599,0.5630>. Despite the corruption, these objects remain identifiable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729251628113.jpg"
    }
  },
  {
    "scene_token": "3bc4553925494890a21ef7a15c40eaed",
    "frame_token": "48251ce758f444dcab723167fa8db055",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.2116,0.6054> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a black car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729251628113.jpg"
    }
  },
  {
    "scene_token": "3bc4553925494890a21ef7a15c40eaed",
    "frame_token": "48251ce758f444dcab723167fa8db055",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.2116,0.6054> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black car, and the corruption does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729251628113.jpg"
    }
  },
  {
    "scene_token": "3bc4553925494890a21ef7a15c40eaed",
    "frame_token": "48251ce758f444dcab723167fa8db055",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.2116,0.6054> considering the lens obstacle corruption?",
    "answer": "Moderate left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729251628113.jpg"
    }
  },
  {
    "scene_token": "3bc4553925494890a21ef7a15c40eaed",
    "frame_token": "48251ce758f444dcab723167fa8db055",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.2116,0.6054> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to avoid a collision, which is high in probability. The corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729251628113.jpg"
    }
  },
  {
    "scene_token": "3bc4553925494890a21ef7a15c40eaed",
    "frame_token": "48251ce758f444dcab723167fa8db055",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street scene with several vehicles and pedestrians. A black car is moving ahead in the front view, identified at coordinates <c1,CAM_FRONT,0.2116,0.6054>. A white sedan is also moving ahead, visible at <c2,CAM_FRONT,0.9323,0.5519>. To the back left, a stationary pedestrian is observed at <c3,CAM_BACK_LEFT,0.1739,0.5547>. Another white sedan is moving in the front view at <c4,CAM_FRONT,0.6167,0.5417>. A walking person is detected at the back right at <c5,CAM_BACK_RIGHT,0.5114,0.6898>, and a white sedan car is moving at the back at <c6,CAM_BACK,0.4599,0.5630>. The lens obstacle corruption affects the clarity of some images but key objects remain identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729251628113.jpg"
    }
  },
  {
    "scene_token": "928ee3a8c5a84497a6360fe70a4e921e",
    "frame_token": "789846622fac4176b66719351d445f35",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Color quant. C. Saturate. D. Fog",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663153177893.jpg"
    }
  },
  {
    "scene_token": "928ee3a8c5a84497a6360fe70a4e921e",
    "frame_token": "789846622fac4176b66719351d445f35",
    "question_type": "robust_qas",
    "question": "Which camera image shows the most significant lens obstacle corruption?",
    "answer": "The CAM_BACK_RIGHT image shows the most significant lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663153177893.jpg"
    }
  },
  {
    "scene_token": "928ee3a8c5a84497a6360fe70a4e921e",
    "frame_token": "789846622fac4176b66719351d445f35",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a person on the side of the road to the front of the ego vehicle, people walking on the roadside to the front of the ego vehicle, and an orange car to the back right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.0469,0.6453>, <c2,CAM_FRONT,0.4771,0.5639>, and <c3,CAM_BACK_RIGHT,0.6886,0.6703>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663153177893.jpg"
    }
  },
  {
    "scene_token": "928ee3a8c5a84497a6360fe70a4e921e",
    "frame_token": "789846622fac4176b66719351d445f35",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.0469,0.6453> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a pedestrian moving ahead, and the corruption does not affect this status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663153177893.jpg"
    }
  },
  {
    "scene_token": "928ee3a8c5a84497a6360fe70a4e921e",
    "frame_token": "789846622fac4176b66719351d445f35",
    "question_type": "robust_qas",
    "question": "With the lens obstacle corruption, what object should the ego vehicle notice first when getting to the next possible location, and what action should it take?",
    "answer": "Firstly, notice the person on the side of the road at the front camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly, notice people walking on the roadside at the front camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice the orange car at the right rear camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663153177893.jpg"
    }
  },
  {
    "scene_token": "928ee3a8c5a84497a6360fe70a4e921e",
    "frame_token": "789846622fac4176b66719351d445f35",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.0469,0.6453> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a pedestrian, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663153177893.jpg"
    }
  },
  {
    "scene_token": "928ee3a8c5a84497a6360fe70a4e921e",
    "frame_token": "789846622fac4176b66719351d445f35",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.0469,0.6453>?",
    "answer": "Slight left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663153177893.jpg"
    }
  },
  {
    "scene_token": "928ee3a8c5a84497a6360fe70a4e921e",
    "frame_token": "789846622fac4176b66719351d445f35",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663153177893.jpg"
    }
  },
  {
    "scene_token": "928ee3a8c5a84497a6360fe70a4e921e",
    "frame_token": "789846622fac4176b66719351d445f35",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is affected by lens obstacle corruption, creating blurred areas in the images. In the front view, there is a pedestrian on the side of the road and people walking on the roadside, both moving ahead. To the back right, an orange car is moving along the road. Despite the corruption, these key objects are identifiable, and their positions are crucial for maintaining safe driving decisions. The environment includes a mix of road signs, trees, and buildings, contributing to the complexity of the scene.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663153177893.jpg"
    }
  },
  {
    "scene_token": "df8dfada99a04a81bd1b102eeb84e9bc",
    "frame_token": "e3f986e5d53f416492bdf255e82bff52",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Zoom blur. B. Lens obstacle. C. Saturate. D. Color quant",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574095928113.jpg"
    }
  },
  {
    "scene_token": "df8dfada99a04a81bd1b102eeb84e9bc",
    "frame_token": "e3f986e5d53f416492bdf255e82bff52",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574095928113.jpg"
    }
  },
  {
    "scene_token": "df8dfada99a04a81bd1b102eeb84e9bc",
    "frame_token": "e3f986e5d53f416492bdf255e82bff52",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a black car to the front of the ego vehicle, a person riding a bicycle to the front of the ego vehicle, a person wearing a pink shirt and black pants to the front of the ego vehicle, a white SUV to the front right of the ego vehicle, a black sedan to the back right of the ego vehicle, and a black sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.6604,0.6314>, <c2,CAM_FRONT,0.2052,0.6092>, <c3,CAM_FRONT,0.0203,0.5991>, <c4,CAM_FRONT_RIGHT,0.4313,0.6758>, <c5,CAM_BACK_RIGHT,0.2409,0.7426>, and <c6,CAM_BACK,0.1351,0.6314>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574095928113.jpg"
    }
  },
  {
    "scene_token": "df8dfada99a04a81bd1b102eeb84e9bc",
    "frame_token": "e3f986e5d53f416492bdf255e82bff52",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.6604,0.6314> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a black car moving ahead, unaffected by the lens obstacle corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574095928113.jpg"
    }
  },
  {
    "scene_token": "df8dfada99a04a81bd1b102eeb84e9bc",
    "frame_token": "e3f986e5d53f416492bdf255e82bff52",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.6604,0.6314> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even with the lens obstacle corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574095928113.jpg"
    }
  },
  {
    "scene_token": "df8dfada99a04a81bd1b102eeb84e9bc",
    "frame_token": "e3f986e5d53f416492bdf255e82bff52",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.6604,0.6314> considering the lens obstacle corruption?",
    "answer": "Sharp left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574095928113.jpg"
    }
  },
  {
    "scene_token": "df8dfada99a04a81bd1b102eeb84e9bc",
    "frame_token": "e3f986e5d53f416492bdf255e82bff52",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.6604,0.6314> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to avoid a collision, which is high in probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574095928113.jpg"
    }
  },
  {
    "scene_token": "df8dfada99a04a81bd1b102eeb84e9bc",
    "frame_token": "e3f986e5d53f416492bdf255e82bff52",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is urban with several vehicles and pedestrians. The CAM_FRONT image shows a black car moving ahead, a cyclist, and a pedestrian, though partially obscured by lens obstacle corruption. The CAM_FRONT_RIGHT image has a stationary white SUV. The CAM_BACK_RIGHT and CAM_BACK images show moving black sedans. The lens obstacle corruption affects the central view, making it challenging to perceive objects clearly in that area.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574095928113.jpg"
    }
  },
  {
    "scene_token": "f7d01e23508040c2aec430e8da13fb76",
    "frame_token": "18a739fec6c3491ca23efc10d02cf9de",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Motion blur. C. Snow. D. Image compression",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659555928113.jpg"
    }
  },
  {
    "scene_token": "f7d01e23508040c2aec430e8da13fb76",
    "frame_token": "18a739fec6c3491ca23efc10d02cf9de",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The images from CAM_FRONT, CAM_BACK, CAM_BACK_LEFT, and CAM_FRONT_LEFT are affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659555928113.jpg"
    }
  },
  {
    "scene_token": "f7d01e23508040c2aec430e8da13fb76",
    "frame_token": "18a739fec6c3491ca23efc10d02cf9de",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption?",
    "answer": "There is a white sedan car to the front of the ego vehicle, a pedestrian to the front of the ego vehicle, a gray commercial van to the back of the ego vehicle, a blue SUV to the back left of the ego vehicle, and a bicycle to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.7067,0.5611>, <c2,CAM_FRONT,0.9521,0.5703>, <c3,CAM_BACK,0.5417,0.5509>, <c4,CAM_BACK_LEFT,0.8264,0.6769>, and <c5,CAM_FRONT,0.8067,0.6009>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659555928113.jpg"
    }
  },
  {
    "scene_token": "f7d01e23508040c2aec430e8da13fb76",
    "frame_token": "18a739fec6c3491ca23efc10d02cf9de",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT,0.9521,0.5703> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a pedestrian moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659555928113.jpg"
    }
  },
  {
    "scene_token": "f7d01e23508040c2aec430e8da13fb76",
    "frame_token": "18a739fec6c3491ca23efc10d02cf9de",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.7067,0.5611> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659555928113.jpg"
    }
  },
  {
    "scene_token": "f7d01e23508040c2aec430e8da13fb76",
    "frame_token": "18a739fec6c3491ca23efc10d02cf9de",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.7067,0.5611> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to decelerate gradually without braking. The reason for taking this action is to avoid a collision, which has a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659555928113.jpg"
    }
  },
  {
    "scene_token": "f7d01e23508040c2aec430e8da13fb76",
    "frame_token": "18a739fec6c3491ca23efc10d02cf9de",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659555928113.jpg"
    }
  },
  {
    "scene_token": "f7d01e23508040c2aec430e8da13fb76",
    "frame_token": "18a739fec6c3491ca23efc10d02cf9de",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is an urban street with buildings on both sides. Due to lens obstacle corruption, some areas of the images are blurred, particularly affecting the central view. Key objects include a stationary white sedan car in front, a moving pedestrian also in front, a moving gray commercial van behind, a stationary blue SUV to the back left, and a stationary bicycle in front. The positions of these objects are crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659555928113.jpg"
    }
  },
  {
    "scene_token": "75a4ec12042542149b0a77a0a10d6330",
    "frame_token": "7193cc6bcc5b4196abebcb32500ffe62",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Water splash. C. Motion blur. D. Saturate",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915328027813.jpg"
    }
  },
  {
    "scene_token": "75a4ec12042542149b0a77a0a10d6330",
    "frame_token": "7193cc6bcc5b4196abebcb32500ffe62",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The images from CAM_FRONT and CAM_BACK are affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915328027813.jpg"
    }
  },
  {
    "scene_token": "75a4ec12042542149b0a77a0a10d6330",
    "frame_token": "7193cc6bcc5b4196abebcb32500ffe62",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is an orange and white truck to the front right of the ego vehicle, a white truck to the front of the ego vehicle, a blue sedan to the back of the ego vehicle, and a blue sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.1626,0.5338>, <c2,CAM_FRONT,0.6261,0.4814>, <c3,CAM_BACK,0.1552,0.5213>, and <c4,CAM_FRONT,0.1198,0.5676>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915328027813.jpg"
    }
  },
  {
    "scene_token": "75a4ec12042542149b0a77a0a10d6330",
    "frame_token": "7193cc6bcc5b4196abebcb32500ffe62",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_BACK,0.1552,0.5213> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "C, Explanation: The object is a blue sedan and is moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915328027813.jpg"
    }
  },
  {
    "scene_token": "75a4ec12042542149b0a77a0a10d6330",
    "frame_token": "7193cc6bcc5b4196abebcb32500ffe62",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.1626,0.5338> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is an orange and white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915328027813.jpg"
    }
  },
  {
    "scene_token": "75a4ec12042542149b0a77a0a10d6330",
    "frame_token": "7193cc6bcc5b4196abebcb32500ffe62",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.1626,0.5338> considering the lens obstacle corruption?",
    "answer": "Moderate right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915328027813.jpg"
    }
  },
  {
    "scene_token": "75a4ec12042542149b0a77a0a10d6330",
    "frame_token": "7193cc6bcc5b4196abebcb32500ffe62",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.1626,0.5338> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915328027813.jpg"
    }
  },
  {
    "scene_token": "75a4ec12042542149b0a77a0a10d6330",
    "frame_token": "7193cc6bcc5b4196abebcb32500ffe62",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is partially obscured by lens obstacle corruption, affecting visibility in the CAM_FRONT and CAM_BACK images. Despite this, key objects are identifiable: an orange and white truck is stationary to the front right, a white truck is stationary directly in front, a blue sedan is moving behind, and another blue sedan is stationary in front. The environment appears to be an industrial area with large buildings and some road signs visible.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915328027813.jpg"
    }
  },
  {
    "scene_token": "4b5bf3f4668d44fea9a676e9c4a8a79e",
    "frame_token": "bfcb6df9474f4ad98fcf64ff2d1e170c",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. Fog. C. Snow. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034004277893.jpg"
    }
  },
  {
    "scene_token": "4b5bf3f4668d44fea9a676e9c4a8a79e",
    "frame_token": "bfcb6df9474f4ad98fcf64ff2d1e170c",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The third camera image is most affected by the lens obstacle corruption, with a large blurred area in the center.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034004277893.jpg"
    }
  },
  {
    "scene_token": "4b5bf3f4668d44fea9a676e9c4a8a79e",
    "frame_token": "bfcb6df9474f4ad98fcf64ff2d1e170c",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the back of the ego vehicle, a yellow traffic markings to the back of the ego vehicle, and a white road sign to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4547,0.5592>, <c2,CAM_BACK,0.4396,0.6398>, and <c3,CAM_FRONT,0.7559,0.6411>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034004277893.jpg"
    }
  },
  {
    "scene_token": "4b5bf3f4668d44fea9a676e9c4a8a79e",
    "frame_token": "bfcb6df9474f4ad98fcf64ff2d1e170c",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.4547,0.5592> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a white truck moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034004277893.jpg"
    }
  },
  {
    "scene_token": "4b5bf3f4668d44fea9a676e9c4a8a79e",
    "frame_token": "bfcb6df9474f4ad98fcf64ff2d1e170c",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice white road sign at front camera. The object is a traffic sign, so the ego vehicle should continue ahead at the same speed. Secondly, notice yellow traffic markings at back camera. The object is a traffic sign, so the ego vehicle should continue ahead at the same speed. Thirdly, notice white truck at back camera. The object is going ahead, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034004277893.jpg"
    }
  },
  {
    "scene_token": "4b5bf3f4668d44fea9a676e9c4a8a79e",
    "frame_token": "bfcb6df9474f4ad98fcf64ff2d1e170c",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.4547,0.5592> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034004277893.jpg"
    }
  },
  {
    "scene_token": "4b5bf3f4668d44fea9a676e9c4a8a79e",
    "frame_token": "bfcb6df9474f4ad98fcf64ff2d1e170c",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.4547,0.5592> considering the lens obstacle corruption?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034004277893.jpg"
    }
  },
  {
    "scene_token": "4b5bf3f4668d44fea9a676e9c4a8a79e",
    "frame_token": "bfcb6df9474f4ad98fcf64ff2d1e170c",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.4547,0.5592> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034004277893.jpg"
    }
  },
  {
    "scene_token": "4b5bf3f4668d44fea9a676e9c4a8a79e",
    "frame_token": "bfcb6df9474f4ad98fcf64ff2d1e170c",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is a tree-lined road with a significant lens obstacle corruption affecting visibility in some images. The road is narrow and bordered by walls and vegetation. Key objects include a white truck moving behind the ego vehicle, identified at coordinates <c1,CAM_BACK,0.4547,0.5592>, yellow traffic markings at <c2,CAM_BACK,0.4396,0.6398>, and a white road sign ahead at <c3,CAM_FRONT,0.7559,0.6411>. Despite the corruption, these objects remain identifiable and crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034004277893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "0dd2b3a691554932abed501d3b33310e",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Saturate. C. Sensor failure. D. Motion blur",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112780527893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "0dd2b3a691554932abed501d3b33310e",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112780527893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "0dd2b3a691554932abed501d3b33310e",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c2,CAM_FRONT,0.3234,0.4981>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a white truck moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112780527893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "0dd2b3a691554932abed501d3b33310e",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white commercial vehicle to the front right of the ego vehicle, a white truck to the front of the ego vehicle, and a yellow bike to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.3812,0.5722>, <c2,CAM_FRONT,0.3234,0.4981>, and <c3,CAM_BACK,0.6567,0.6028>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112780527893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "0dd2b3a691554932abed501d3b33310e",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what object should the ego vehicle notice first when the ego vehicle is getting to the next possible location? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that white commercial vehicle at right camera. The object is stationary, so the ego vehicle should continue going ahead at the same speed. Secondly, notice that white truck at front camera. The object is going ahead, so the ego vehicle should continue going ahead at the same speed. Thirdly, notice that yellow bike at back camera. The object is stationary, so the ego vehicle should continue going ahead at the same speed. The corruption does not affect the order of noticing these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112780527893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "0dd2b3a691554932abed501d3b33310e",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.3812,0.5722> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary white commercial vehicle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112780527893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "0dd2b3a691554932abed501d3b33310e",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.3812,0.5722>?",
    "answer": "Moderate right turn. The corruption does not change the risk of collision with this action.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112780527893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "0dd2b3a691554932abed501d3b33310e",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.3812,0.5722>? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high. The corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112780527893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "0dd2b3a691554932abed501d3b33310e",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a street scene with several buildings and trees lining the road. A lens obstacle corruption affects parts of the images, creating blurred areas. Key objects include a stationary white commercial vehicle to the front right, a moving white truck directly ahead, and a stationary yellow bike behind the ego vehicle. Despite the corruption, these objects remain identifiable and their positions are noted as <c1,CAM_FRONT_RIGHT,0.3812,0.5722>, <c2,CAM_FRONT,0.3234,0.4981>, and <c3,CAM_BACK,0.6567,0.6028>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112780527893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "ab256e0594844adfaf7ea6b5aeef9ba5",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. Bright. C. Dark. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112765777893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "ab256e0594844adfaf7ea6b5aeef9ba5",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The image from CAM_FRONT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112765777893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "ab256e0594844adfaf7ea6b5aeef9ba5",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.4646,0.6814> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "B, Explanation: The object is a white commercial vehicle moving to the right, and the corruption does not change its direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112765777893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "ab256e0594844adfaf7ea6b5aeef9ba5",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white commercial vehicle to the front of the ego vehicle, a dark gray van to the back of the ego vehicle, a pedestrian wearing a light purple shirt to the front left of the ego vehicle, and a dark blue SUV to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4646,0.6814>, <c2,CAM_BACK,0.4370,0.5611>, <c3,CAM_FRONT_LEFT,0.5380,0.6759>, and <c4,CAM_FRONT_LEFT,0.6276,0.5602>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112765777893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "ab256e0594844adfaf7ea6b5aeef9ba5",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.4646,0.6814> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white commercial vehicle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112765777893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "ab256e0594844adfaf7ea6b5aeef9ba5",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112765777893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "ab256e0594844adfaf7ea6b5aeef9ba5",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.4646,0.6814> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to remain stationary. The reason for this action is to maintain a safe distance, which is highly probable.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112765777893.jpg"
    }
  },
  {
    "scene_token": "00590cbfa24a430a8c274b51e1c71231",
    "frame_token": "ab256e0594844adfaf7ea6b5aeef9ba5",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is urban with several buildings and trees lining the street. The lens obstacle corruption affects visibility, particularly in the CAM_FRONT and CAM_BACK images. Key objects include a white commercial vehicle moving to the right in front of the ego vehicle (coordinates <c1,CAM_FRONT,0.4646,0.6814>), a stationary dark gray van behind the ego vehicle (coordinates <c2,CAM_BACK,0.4370,0.5611>), a pedestrian wearing a light purple shirt moving on the front left (coordinates <c3,CAM_FRONT_LEFT,0.5380,0.6759>), and a stationary dark blue SUV also on the front left (coordinates <c4,CAM_FRONT_LEFT,0.6276,0.5602>). Despite the corruption, these objects are crucial for decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112765777893.jpg"
    }
  },
  {
    "scene_token": "240d15482599449a9bd0432fbfa688ab",
    "frame_token": "e154fa0b72ef4a428a17b76e5a8cba6c",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Saturate. B. Lens obstacle. C. Water splash. D. Snow",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985425277893.jpg"
    }
  },
  {
    "scene_token": "240d15482599449a9bd0432fbfa688ab",
    "frame_token": "e154fa0b72ef4a428a17b76e5a8cba6c",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_RIGHT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985425277893.jpg"
    }
  },
  {
    "scene_token": "240d15482599449a9bd0432fbfa688ab",
    "frame_token": "e154fa0b72ef4a428a17b76e5a8cba6c",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a pedestrian wearing white shorts to the front left of the ego vehicle, an orange bus to the front of the ego vehicle, a blue sedan to the back of the ego vehicle, and a blue sedan to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.6279,0.5731>, <c2,CAM_FRONT,0.0936,0.4960>, <c3,CAM_BACK,0.4422,0.6213>, and <c4,CAM_FRONT_RIGHT,0.1160,0.5806>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985425277893.jpg"
    }
  },
  {
    "scene_token": "240d15482599449a9bd0432fbfa688ab",
    "frame_token": "e154fa0b72ef4a428a17b76e5a8cba6c",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_LEFT,0.6279,0.5731> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a pedestrian wearing white shorts and is moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985425277893.jpg"
    }
  },
  {
    "scene_token": "240d15482599449a9bd0432fbfa688ab",
    "frame_token": "e154fa0b72ef4a428a17b76e5a8cba6c",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.6279,0.5731> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a pedestrian, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985425277893.jpg"
    }
  },
  {
    "scene_token": "240d15482599449a9bd0432fbfa688ab",
    "frame_token": "e154fa0b72ef4a428a17b76e5a8cba6c",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985425277893.jpg"
    }
  },
  {
    "scene_token": "240d15482599449a9bd0432fbfa688ab",
    "frame_token": "e154fa0b72ef4a428a17b76e5a8cba6c",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.6279,0.5731> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985425277893.jpg"
    }
  },
  {
    "scene_token": "240d15482599449a9bd0432fbfa688ab",
    "frame_token": "e154fa0b72ef4a428a17b76e5a8cba6c",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a road with multiple vehicles and a pedestrian. The front left camera shows a pedestrian wearing white shorts moving ahead. The front camera captures an orange bus stationary in front of the ego vehicle. The back camera shows a blue sedan moving behind the ego vehicle. The front right camera has a stationary blue sedan. The lens obstacle corruption affects visibility, particularly in the front right camera, making it challenging to perceive distant objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985425277893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "4ce5f2215acf45cdbed99d72e4c2dd3b",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Color quant. C. Saturate. D. Bit error",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193307527893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "4ce5f2215acf45cdbed99d72e4c2dd3b",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by the lens obstacle corruption?",
    "answer": "The images from CAM_FRONT and CAM_FRONT_LEFT are affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193307527893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "4ce5f2215acf45cdbed99d72e4c2dd3b",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a pedestrian in red clothes to the front of the ego vehicle, a white sedan to the back of the ego vehicle, a white sedan to the front of the ego vehicle, a red car to the front of the ego vehicle, and a white sedan car to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.7364,0.5908>, <c2,CAM_BACK,0.2099,0.6139>, <c3,CAM_FRONT,0.3333,0.6444>, <c4,CAM_FRONT,0.9448,0.6120>, and <c5,CAM_FRONT_LEFT,0.4609,0.6028>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193307527893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "4ce5f2215acf45cdbed99d72e4c2dd3b",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.7364,0.5908> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "C, Explanation: The object is a pedestrian in red clothes moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193307527893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "4ce5f2215acf45cdbed99d72e4c2dd3b",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.7364,0.5908> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a pedestrian in red clothes.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193307527893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "4ce5f2215acf45cdbed99d72e4c2dd3b",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the left, and slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193307527893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "4ce5f2215acf45cdbed99d72e4c2dd3b",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.7364,0.5908> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability of this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193307527893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "4ce5f2215acf45cdbed99d72e4c2dd3b",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is captured during nighttime with limited visibility due to lens obstacle corruption affecting the central view of the images. A pedestrian in red clothes is moving ahead in the CAM_FRONT view. A white sedan is moving behind the ego vehicle in the CAM_BACK view. Another white sedan and a red car are visible in the CAM_FRONT view, moving in the same direction as the ego vehicle. The CAM_FRONT_LEFT view shows a white sedan car moving alongside the ego vehicle. The corruption obscures parts of the images, making it challenging to perceive the full environment.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193307527893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "152e3f20b47647a7b6da918c4d69b4b0",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Water splash. B. Lens obstacle. C. Rain. D. H256 ABR compression",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193304027893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "152e3f20b47647a7b6da918c4d69b4b0",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193304027893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "152e3f20b47647a7b6da918c4d69b4b0",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c2,CAM_FRONT_RIGHT,0.6703,0.4981>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a black SUV moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193304027893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "152e3f20b47647a7b6da918c4d69b4b0",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene, considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the front left of the ego vehicle, a black SUV to the front right of the ego vehicle, an unclear object to the back of the ego vehicle, a white sedan to the front of the ego vehicle, and a red car to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.6000,0.6750>, <c2,CAM_FRONT_RIGHT,0.6703,0.4981>, <c3,CAM_BACK,0.4547,0.5936>, <c4,CAM_FRONT,0.3667,0.6398>, and <c5,CAM_FRONT,0.5745,0.6269>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193304027893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "152e3f20b47647a7b6da918c4d69b4b0",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.6000,0.6750> a traffic sign or a road barrier, considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary black car.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193304027893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "152e3f20b47647a7b6da918c4d69b4b0",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.6000,0.6750> considering the lens obstacle corruption?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193304027893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "152e3f20b47647a7b6da918c4d69b4b0",
    "question_type": "robust_qas",
    "question": "In this scenario, considering the lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the right, slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193304027893.jpg"
    }
  },
  {
    "scene_token": "09f67057dd8346388b28f79d9bb1cf04",
    "frame_token": "152e3f20b47647a7b6da918c4d69b4b0",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, with a road curving to the left. There are several vehicles around: a stationary black car is located to the front left, a moving black SUV is to the front right, an unclear object is behind, a moving white sedan is directly ahead, and a red car is also moving in front. The lens obstacle corruption creates a blurred area in the center of the CAM_FRONT image, obscuring some details.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193304027893.jpg"
    }
  },
  {
    "scene_token": "673ce9bdd9254fff82a524653a07b57f",
    "frame_token": "3b5bce4f52a14ecfb159d8b1bd2b542d",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Fog. B. Water splash. C. Dark. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290797778113.jpg"
    }
  },
  {
    "scene_token": "673ce9bdd9254fff82a524653a07b57f",
    "frame_token": "3b5bce4f52a14ecfb159d8b1bd2b542d",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290797778113.jpg"
    }
  },
  {
    "scene_token": "673ce9bdd9254fff82a524653a07b57f",
    "frame_token": "3b5bce4f52a14ecfb159d8b1bd2b542d",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the front of the ego vehicle, a blue truck to the back of the ego vehicle, a blue car to the back left of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5323,0.5222>, <c2,CAM_BACK,0.6536,0.5722>, <c3,CAM_BACK_LEFT,0.4219,0.7500>, and <c4,CAM_FRONT,0.5039,0.4546>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290797778113.jpg"
    }
  },
  {
    "scene_token": "673ce9bdd9254fff82a524653a07b57f",
    "frame_token": "3b5bce4f52a14ecfb159d8b1bd2b542d",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.5323,0.5222> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a white truck moving ahead, and the lens obstacle does not affect its movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290797778113.jpg"
    }
  },
  {
    "scene_token": "673ce9bdd9254fff82a524653a07b57f",
    "frame_token": "3b5bce4f52a14ecfb159d8b1bd2b542d",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.5323,0.5222> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, and the lens obstacle does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290797778113.jpg"
    }
  },
  {
    "scene_token": "673ce9bdd9254fff82a524653a07b57f",
    "frame_token": "3b5bce4f52a14ecfb159d8b1bd2b542d",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290797778113.jpg"
    }
  },
  {
    "scene_token": "673ce9bdd9254fff82a524653a07b57f",
    "frame_token": "3b5bce4f52a14ecfb159d8b1bd2b542d",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.5323,0.5222> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290797778113.jpg"
    }
  },
  {
    "scene_token": "673ce9bdd9254fff82a524653a07b57f",
    "frame_token": "3b5bce4f52a14ecfb159d8b1bd2b542d",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is rainy with a lens obstacle causing a blurred area in the center of the CAM_FRONT image. Key objects include a white truck moving ahead in the CAM_FRONT view, a blue truck moving behind in the CAM_BACK view, and a blue car moving to the back left in the CAM_BACK_LEFT view. A green light is visible in the CAM_FRONT view. Despite the corruption, the ego vehicle can identify these objects and maintain safe driving decisions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290797778113.jpg"
    }
  },
  {
    "scene_token": "40a2faa275fe4b9bb7412259485bb46e",
    "frame_token": "8a7f948960704d5ea44b868153a92d63",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Fog. B. Snow. C. Zoom blur. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296940278113.jpg"
    }
  },
  {
    "scene_token": "40a2faa275fe4b9bb7412259485bb46e",
    "frame_token": "8a7f948960704d5ea44b868153a92d63",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296940278113.jpg"
    }
  },
  {
    "scene_token": "40a2faa275fe4b9bb7412259485bb46e",
    "frame_token": "8a7f948960704d5ea44b868153a92d63",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a silver sedan to the front left of the ego vehicle, a black sedan to the front of the ego vehicle, and a white sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.8036,0.6963>, <c2,CAM_FRONT,0.4401,0.5574>, and <c3,CAM_FRONT,0.5614,0.5472>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296940278113.jpg"
    }
  },
  {
    "scene_token": "40a2faa275fe4b9bb7412259485bb46e",
    "frame_token": "8a7f948960704d5ea44b868153a92d63",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_LEFT,0.8036,0.6963> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a silver sedan moving ahead, and the lens obstacle does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296940278113.jpg"
    }
  },
  {
    "scene_token": "40a2faa275fe4b9bb7412259485bb46e",
    "frame_token": "8a7f948960704d5ea44b868153a92d63",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice silver sedan at left camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly notice black sedan at front camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Thirdly notice white sedan at front camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296940278113.jpg"
    }
  },
  {
    "scene_token": "40a2faa275fe4b9bb7412259485bb46e",
    "frame_token": "8a7f948960704d5ea44b868153a92d63",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.8036,0.6963> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier, and the lens obstacle does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296940278113.jpg"
    }
  },
  {
    "scene_token": "40a2faa275fe4b9bb7412259485bb46e",
    "frame_token": "8a7f948960704d5ea44b868153a92d63",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.8036,0.6963> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to avoid a collision, which is high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296940278113.jpg"
    }
  },
  {
    "scene_token": "40a2faa275fe4b9bb7412259485bb46e",
    "frame_token": "8a7f948960704d5ea44b868153a92d63",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c3,CAM_FRONT,0.5614,0.5472> considering the lens obstacle corruption?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296940278113.jpg"
    }
  },
  {
    "scene_token": "40a2faa275fe4b9bb7412259485bb46e",
    "frame_token": "8a7f948960704d5ea44b868153a92d63",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a rainy urban scene with multiple vehicles on a bridge. The lens obstacle corruption creates a blurred area in the center of the images, making it challenging to see details. A silver sedan is moving to the front left, identified at coordinates <c1,CAM_FRONT_LEFT,0.8036,0.6963>. Directly ahead, a black sedan is moving, located at <c2,CAM_FRONT,0.4401,0.5574>, and a white sedan is also moving ahead at <c3,CAM_FRONT,0.5614,0.5472>. Despite the corruption, the ego vehicle must maintain awareness of these vehicles to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296940278113.jpg"
    }
  },
  {
    "scene_token": "37cfda558193400bbe3a5ff14ae4606e",
    "frame_token": "13b1c7b127494822990819c066d19d21",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bit error. B. Lens obstacle. C. Dark. D. Zoom blur",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296500678113.jpg"
    }
  },
  {
    "scene_token": "37cfda558193400bbe3a5ff14ae4606e",
    "frame_token": "13b1c7b127494822990819c066d19d21",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The second image is most affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296500678113.jpg"
    }
  },
  {
    "scene_token": "37cfda558193400bbe3a5ff14ae4606e",
    "frame_token": "13b1c7b127494822990819c066d19d21",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a red car to the front of the ego vehicle, a blue and white commercial vehicle to the front of the ego vehicle, a black pickup truck to the front of the ego vehicle, a white truck to the front of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.8292,0.5250>, <c2,CAM_FRONT,0.1042,0.6347>, <c3,CAM_FRONT,0.4748,0.5524>, <c4,CAM_FRONT,0.3286,0.5130>, and <c5,CAM_FRONT,0.6604,0.3031>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296500678113.jpg"
    }
  },
  {
    "scene_token": "37cfda558193400bbe3a5ff14ae4606e",
    "frame_token": "13b1c7b127494822990819c066d19d21",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.8292,0.5250> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "C, Explanation: The object is a red car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296500678113.jpg"
    }
  },
  {
    "scene_token": "37cfda558193400bbe3a5ff14ae4606e",
    "frame_token": "13b1c7b127494822990819c066d19d21",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.8292,0.5250> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a red car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296500678113.jpg"
    }
  },
  {
    "scene_token": "37cfda558193400bbe3a5ff14ae4606e",
    "frame_token": "13b1c7b127494822990819c066d19d21",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.8292,0.5250> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue despite the corruption. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296500678113.jpg"
    }
  },
  {
    "scene_token": "37cfda558193400bbe3a5ff14ae4606e",
    "frame_token": "13b1c7b127494822990819c066d19d21",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c3,CAM_FRONT,0.4748,0.5524> considering the lens obstacle corruption?",
    "answer": "Accelerating and going straight can lead to a collision with <c3,CAM_FRONT,0.4748,0.5524>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296500678113.jpg"
    }
  },
  {
    "scene_token": "37cfda558193400bbe3a5ff14ae4606e",
    "frame_token": "13b1c7b127494822990819c066d19d21",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is urban with wet road conditions, indicating recent rain. The visibility is partially obstructed by lens obstacles, creating blurred areas in the images. Key objects include a red car moving ahead at coordinates <c1,CAM_FRONT,0.8292,0.5250>, a blue and white commercial vehicle at <c2,CAM_FRONT,0.1042,0.6347>, a black pickup truck at <c3,CAM_FRONT,0.4748,0.5524>, and a white truck at <c4,CAM_FRONT,0.3286,0.5130>. A green light is visible at <c5,CAM_FRONT,0.6604,0.3031>, indicating that the ego vehicle can proceed.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296500678113.jpg"
    }
  },
  {
    "scene_token": "f4395dd8e4004f12a8dec3079a93d804",
    "frame_token": "1ddc0dd26d6d4a4b83308a2d5d265523",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Snow. B. Rain. C. Bright. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662704427893.jpg"
    }
  },
  {
    "scene_token": "f4395dd8e4004f12a8dec3079a93d804",
    "frame_token": "1ddc0dd26d6d4a4b83308a2d5d265523",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662704427893.jpg"
    }
  },
  {
    "scene_token": "f4395dd8e4004f12a8dec3079a93d804",
    "frame_token": "1ddc0dd26d6d4a4b83308a2d5d265523",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black sedan to the front right of the ego vehicle, a motorcycle to the front of the ego vehicle, a silver sedan to the back of the ego vehicle, a white sedan to the back of the ego vehicle, and a motorcycle to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.7146,0.5602>, <c2,CAM_FRONT,0.6989,0.6028>, <c3,CAM_BACK,0.4177,0.6019>, <c4,CAM_BACK,0.5261,0.5861>, and <c5,CAM_FRONT,0.8724,0.7047>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662704427893.jpg"
    }
  },
  {
    "scene_token": "f4395dd8e4004f12a8dec3079a93d804",
    "frame_token": "1ddc0dd26d6d4a4b83308a2d5d265523",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_BACK,0.4177,0.6019> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a moving silver sedan, and the lens obstacle does not affect its observed status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662704427893.jpg"
    }
  },
  {
    "scene_token": "f4395dd8e4004f12a8dec3079a93d804",
    "frame_token": "1ddc0dd26d6d4a4b83308a2d5d265523",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.7146,0.5602> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary black sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662704427893.jpg"
    }
  },
  {
    "scene_token": "f4395dd8e4004f12a8dec3079a93d804",
    "frame_token": "1ddc0dd26d6d4a4b83308a2d5d265523",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.7146,0.5602> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability of taking this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662704427893.jpg"
    }
  },
  {
    "scene_token": "f4395dd8e4004f12a8dec3079a93d804",
    "frame_token": "1ddc0dd26d6d4a4b83308a2d5d265523",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, accelerate, and proceed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662704427893.jpg"
    }
  },
  {
    "scene_token": "f4395dd8e4004f12a8dec3079a93d804",
    "frame_token": "1ddc0dd26d6d4a4b83308a2d5d265523",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a road with multiple vehicles and cycles around the ego vehicle. The CAM_FRONT_RIGHT image is significantly obscured by lens obstacle corruption, affecting visibility. Key objects include a stationary black sedan to the front right, a stationary motorcycle directly in front, a moving silver sedan behind, and a moving white sedan also behind. Despite the corruption, the scene is navigable with caution.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532662704427893.jpg"
    }
  },
  {
    "scene_token": "221a67d95acf448ba863917ec4d32ed0",
    "frame_token": "dcb54abc782548afa5be3e77bc3dbeb2",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Saturate. B. Bright. C. Lens obstacle. D. Color quant",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574004428113.jpg"
    }
  },
  {
    "scene_token": "221a67d95acf448ba863917ec4d32ed0",
    "frame_token": "dcb54abc782548afa5be3e77bc3dbeb2",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_LEFT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574004428113.jpg"
    }
  },
  {
    "scene_token": "221a67d95acf448ba863917ec4d32ed0",
    "frame_token": "dcb54abc782548afa5be3e77bc3dbeb2",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.3839,0.5481> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a black SUV moving ahead, and the corruption does not affect this status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574004428113.jpg"
    }
  },
  {
    "scene_token": "221a67d95acf448ba863917ec4d32ed0",
    "frame_token": "dcb54abc782548afa5be3e77bc3dbeb2",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black SUV to the front of the ego vehicle, a black car to the back of the ego vehicle, a black car to the front left of the ego vehicle, a black sedan to the back right of the ego vehicle, a black car to the front right of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3839,0.5481>, <c2,CAM_BACK,0.5683,0.6991>, <c3,CAM_FRONT_LEFT,0.9839,0.5852>, <c4,CAM_BACK_RIGHT,0.8155,0.7657>, <c5,CAM_FRONT_RIGHT,0.3433,0.5731>, and <c6,CAM_FRONT,0.5669,0.3339>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574004428113.jpg"
    }
  },
  {
    "scene_token": "221a67d95acf448ba863917ec4d32ed0",
    "frame_token": "dcb54abc782548afa5be3e77bc3dbeb2",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.3839,0.5481> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black SUV, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574004428113.jpg"
    }
  },
  {
    "scene_token": "221a67d95acf448ba863917ec4d32ed0",
    "frame_token": "dcb54abc782548afa5be3e77bc3dbeb2",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake suddenly, brake gently to a stop. The corruption does not affect the need for these actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574004428113.jpg"
    }
  },
  {
    "scene_token": "221a67d95acf448ba863917ec4d32ed0",
    "frame_token": "dcb54abc782548afa5be3e77bc3dbeb2",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c3,CAM_FRONT_LEFT,0.9839,0.5852> considering the lens obstacle corruption?",
    "answer": "No such action will lead to a collision. The corruption does not affect this outcome.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574004428113.jpg"
    }
  },
  {
    "scene_token": "221a67d95acf448ba863917ec4d32ed0",
    "frame_token": "dcb54abc782548afa5be3e77bc3dbeb2",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban intersection with several vehicles and a red traffic light. The lens obstacle corruption affects the central part of the images, making it challenging to see details in the middle. Key objects include a moving black SUV at the front (CAM_FRONT), a stationary black car at the back (CAM_BACK), a moving black car at the front left (CAM_FRONT_LEFT), a stationary black sedan at the back right (CAM_BACK_RIGHT), a moving black car at the front right (CAM_FRONT_RIGHT), and a red light at the front (CAM_FRONT). Despite the corruption, these objects are identifiable by their positions and descriptions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574004428113.jpg"
    }
  },
  {
    "scene_token": "dcdea563c77544bb887de11d87619d3c",
    "frame_token": "0f6432a5c6824bed9cd2603e00e5f61e",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Dark. B. Lens obstacle. C. Water splash. D. Fog",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297503428113.jpg"
    }
  },
  {
    "scene_token": "dcdea563c77544bb887de11d87619d3c",
    "frame_token": "0f6432a5c6824bed9cd2603e00e5f61e",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297503428113.jpg"
    }
  },
  {
    "scene_token": "dcdea563c77544bb887de11d87619d3c",
    "frame_token": "0f6432a5c6824bed9cd2603e00e5f61e",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a gray car to the front right of the ego vehicle, a white truck to the front of the ego vehicle, a red car to the front of the ego vehicle, a white truck to the back of the ego vehicle, and a white truck to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.4151,0.5703>, <c2,CAM_FRONT,0.7714,0.4908>, <c3,CAM_FRONT,0.8896,0.5870>, <c4,CAM_BACK,0.2874,0.5519>, and <c5,CAM_FRONT_LEFT,0.4239,0.4528>. Despite the corruption, these objects remain identifiable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297503428113.jpg"
    }
  },
  {
    "scene_token": "dcdea563c77544bb887de11d87619d3c",
    "frame_token": "0f6432a5c6824bed9cd2603e00e5f61e",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c4,CAM_BACK,0.2874,0.5519> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a moving white truck, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297503428113.jpg"
    }
  },
  {
    "scene_token": "dcdea563c77544bb887de11d87619d3c",
    "frame_token": "0f6432a5c6824bed9cd2603e00e5f61e",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.4151,0.5703> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a gray car, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297503428113.jpg"
    }
  },
  {
    "scene_token": "dcdea563c77544bb887de11d87619d3c",
    "frame_token": "0f6432a5c6824bed9cd2603e00e5f61e",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.4151,0.5703> considering the lens obstacle corruption?",
    "answer": "No such action will lead to a collision. The corruption does not affect the safe distance and path.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297503428113.jpg"
    }
  },
  {
    "scene_token": "dcdea563c77544bb887de11d87619d3c",
    "frame_token": "0f6432a5c6824bed9cd2603e00e5f61e",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking, and turn right. The corruption does not affect these planned actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297503428113.jpg"
    }
  },
  {
    "scene_token": "dcdea563c77544bb887de11d87619d3c",
    "frame_token": "0f6432a5c6824bed9cd2603e00e5f61e",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with wet roads and overcast skies, indicating recent rain. The lens obstacle corruption affects visibility, especially in the CAM_FRONT image, blurring the central view. Key objects include a stationary gray car to the front right, a stationary white truck directly ahead, a stationary red car also in front, a moving white truck behind, and another moving white truck to the front left. Despite the corruption, these objects are identifiable by their positions and descriptions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297503428113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "e2486e66dd0f471d8f72c7bbbf895b37",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Fog. C. Bright. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287266778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "e2486e66dd0f471d8f72c7bbbf895b37",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The third camera image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287266778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "e2486e66dd0f471d8f72c7bbbf895b37",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5511,0.5314> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a white truck moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287266778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "e2486e66dd0f471d8f72c7bbbf895b37",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the back of the ego vehicle, a silver sedan to the back of the ego vehicle, and a white sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5511,0.5314>, <c2,CAM_BACK,0.3036,0.6352>, and <c3,CAM_FRONT,0.5440,0.5407>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287266778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "e2486e66dd0f471d8f72c7bbbf895b37",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that silver sedan at back camera. The object is stationary, so the ego vehicle should continue moving forward at the same speed. Secondly, notice that white truck at back camera. The object is moving forward, so the ego vehicle should continue moving forward at the same speed. Thirdly, notice that white sedan at front camera. The object is stationary, so the ego vehicle should continue moving forward at the same speed. The lens obstacle corruption does not obscure these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287266778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "e2486e66dd0f471d8f72c7bbbf895b37",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5511,0.5314> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287266778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "e2486e66dd0f471d8f72c7bbbf895b37",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5511,0.5314> considering the lens obstacle corruption?",
    "answer": "Brake suddenly. The corruption does not affect the potential collision risk.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287266778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "e2486e66dd0f471d8f72c7bbbf895b37",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.5511,0.5314> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed because there is no safety issue. The probability is high. The corruption does not obscure the object.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287266778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "e2486e66dd0f471d8f72c7bbbf895b37",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a rainy urban street with visible lens obstacle corruption affecting parts of the camera images. Despite the corruption, key objects are identifiable: a white truck moving behind the ego vehicle, a stationary silver sedan also behind, and a stationary white sedan in front. The road is wet, and visibility is slightly reduced due to rain and the lens obstacle, but the main objects remain discernible.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287266778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "642dc5e35de34640a7aaea82ae220717",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Fog. C. Motion blur. D. Image compression",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287269778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "642dc5e35de34640a7aaea82ae220717",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The fourth camera image (CAM_FRONT) is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287269778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "642dc5e35de34640a7aaea82ae220717",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the back of the ego vehicle, a white sedan to the back of the ego vehicle, a white bus to the front of the ego vehicle, and a white sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5558,0.5324>, <c2,CAM_BACK,0.4849,0.5500>, <c3,CAM_FRONT,0.4130,0.5278>, and <c4,CAM_FRONT,0.5544,0.5431>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287269778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "642dc5e35de34640a7aaea82ae220717",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5558,0.5324> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a white truck moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287269778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "642dc5e35de34640a7aaea82ae220717",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5558,0.5324> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a moving white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287269778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "642dc5e35de34640a7aaea82ae220717",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.5558,0.5324> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287269778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "642dc5e35de34640a7aaea82ae220717",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5558,0.5324> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287269778113.jpg"
    }
  },
  {
    "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137",
    "frame_token": "642dc5e35de34640a7aaea82ae220717",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is rainy with a lens obstacle causing a blurred central area in each image. Key objects include a moving white truck at the back of the ego vehicle (<c1,CAM_BACK,0.5558,0.5324>), a stationary white sedan also at the back (<c2,CAM_BACK,0.4849,0.5500>), a stationary white bus at the front (<c3,CAM_FRONT,0.4130,0.5278>), and another stationary white sedan at the front (<c4,CAM_FRONT,0.5544,0.5431>). Despite the corruption, these objects are identifiable and crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287269778113.jpg"
    }
  },
  {
    "scene_token": "875e9b8b63b54263ba1edeb21faadea8",
    "frame_token": "53b149471b304153a5837d50c7e2d3be",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Water splash. B. Saturate. C. H256 ABR compression. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621985678113.jpg"
    }
  },
  {
    "scene_token": "875e9b8b63b54263ba1edeb21faadea8",
    "frame_token": "53b149471b304153a5837d50c7e2d3be",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "CAM_FRONT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621985678113.jpg"
    }
  },
  {
    "scene_token": "875e9b8b63b54263ba1edeb21faadea8",
    "frame_token": "53b149471b304153a5837d50c7e2d3be",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.4255,0.3713> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a yellow carriage moving ahead, and the corruption does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621985678113.jpg"
    }
  },
  {
    "scene_token": "875e9b8b63b54263ba1edeb21faadea8",
    "frame_token": "53b149471b304153a5837d50c7e2d3be",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a yellow carriage to the front right of the ego vehicle, a white truck to the front of the ego vehicle, and a white truck to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.4255,0.3713>, <c2,CAM_FRONT,0.6474,0.5130>, and <c3,CAM_FRONT,0.7626,0.5111>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621985678113.jpg"
    }
  },
  {
    "scene_token": "875e9b8b63b54263ba1edeb21faadea8",
    "frame_token": "53b149471b304153a5837d50c7e2d3be",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.4255,0.3713> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a yellow carriage, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621985678113.jpg"
    }
  },
  {
    "scene_token": "875e9b8b63b54263ba1edeb21faadea8",
    "frame_token": "53b149471b304153a5837d50c7e2d3be",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.4255,0.3713> considering the lens obstacle corruption?",
    "answer": "Slight right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621985678113.jpg"
    }
  },
  {
    "scene_token": "875e9b8b63b54263ba1edeb21faadea8",
    "frame_token": "53b149471b304153a5837d50c7e2d3be",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.4255,0.3713> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to maintain a safe distance, which is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621985678113.jpg"
    }
  },
  {
    "scene_token": "875e9b8b63b54263ba1edeb21faadea8",
    "frame_token": "53b149471b304153a5837d50c7e2d3be",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an industrial area with several large buildings and freight terminals. The lens obstacle corruption creates a blurred area in the center of the images, affecting visibility. Key objects include a yellow carriage moving ahead to the front right of the ego vehicle, and two stationary white trucks directly in front. The positions of these objects are <c1,CAM_FRONT_RIGHT,0.4255,0.3713>, <c2,CAM_FRONT,0.6474,0.5130>, and <c3,CAM_FRONT,0.7626,0.5111>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621985678113.jpg"
    }
  },
  {
    "scene_token": "befb96098dc14988ac468a6bd3cbd4a0",
    "frame_token": "82828760d5be4737be6719b1e565bedb",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. H256 ABR compression. C. Dark. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478894278113.jpg"
    }
  },
  {
    "scene_token": "befb96098dc14988ac468a6bd3cbd4a0",
    "frame_token": "82828760d5be4737be6719b1e565bedb",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478894278113.jpg"
    }
  },
  {
    "scene_token": "befb96098dc14988ac468a6bd3cbd4a0",
    "frame_token": "82828760d5be4737be6719b1e565bedb",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black pickup truck to the front right of the ego vehicle, a white sedan to the front right of the ego vehicle, a black sedan to the back of the ego vehicle, and a black sedan to the back right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.4661,0.5750>, <c2,CAM_FRONT_RIGHT,0.0521,0.5547>, <c3,CAM_BACK,0.5229,0.6064>, and <c4,CAM_BACK_RIGHT,0.2703,0.6926>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478894278113.jpg"
    }
  },
  {
    "scene_token": "befb96098dc14988ac468a6bd3cbd4a0",
    "frame_token": "82828760d5be4737be6719b1e565bedb",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_BACK,0.5229,0.6064> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a black sedan moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478894278113.jpg"
    }
  },
  {
    "scene_token": "befb96098dc14988ac468a6bd3cbd4a0",
    "frame_token": "82828760d5be4737be6719b1e565bedb",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.4661,0.5750> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black pickup truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478894278113.jpg"
    }
  },
  {
    "scene_token": "befb96098dc14988ac468a6bd3cbd4a0",
    "frame_token": "82828760d5be4737be6719b1e565bedb",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.4661,0.5750> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed, the reason being that there is no safety issue. The probability of this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478894278113.jpg"
    }
  },
  {
    "scene_token": "befb96098dc14988ac468a6bd3cbd4a0",
    "frame_token": "82828760d5be4737be6719b1e565bedb",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, accelerate, and proceed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478894278113.jpg"
    }
  },
  {
    "scene_token": "befb96098dc14988ac468a6bd3cbd4a0",
    "frame_token": "82828760d5be4737be6719b1e565bedb",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a road scene with several vehicles around the ego vehicle. The lens obstacle corruption affects the visibility, particularly in the CAM_FRONT_RIGHT image. Key objects include a stationary black pickup truck at the front right, a stationary white sedan at the front right, a moving black sedan at the back, and a stationary black sedan at the back right. Despite the corruption, the positions of these vehicles remain identifiable, allowing for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478894278113.jpg"
    }
  },
  {
    "scene_token": "2e3c0f308fcf4664bf7994053d7080b9",
    "frame_token": "a836f9819fed473189e13551ce393bd9",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bright. B. Lens obstacle. C. Dark. D. Rain",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532622011428113.jpg"
    }
  },
  {
    "scene_token": "2e3c0f308fcf4664bf7994053d7080b9",
    "frame_token": "a836f9819fed473189e13551ce393bd9",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The third image (CAM_BACK) is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532622011428113.jpg"
    }
  },
  {
    "scene_token": "2e3c0f308fcf4664bf7994053d7080b9",
    "frame_token": "a836f9819fed473189e13551ce393bd9",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a black car to the back of the ego vehicle, an orange construction vehicle to the front of the ego vehicle, a black sedan to the back of the ego vehicle, and a worker wearing fluorescent clothing to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5771,0.5722>, <c2,CAM_FRONT,0.7026,0.5342>, <c3,CAM_BACK,0.5229,0.5583>, and <c4,CAM_FRONT_RIGHT,0.2739,0.6019>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532622011428113.jpg"
    }
  },
  {
    "scene_token": "2e3c0f308fcf4664bf7994053d7080b9",
    "frame_token": "a836f9819fed473189e13551ce393bd9",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5771,0.5722> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "C, Explanation: The object is a black car moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532622011428113.jpg"
    }
  },
  {
    "scene_token": "2e3c0f308fcf4664bf7994053d7080b9",
    "frame_token": "a836f9819fed473189e13551ce393bd9",
    "question_type": "robust_qas",
    "question": "Given the lens obstacle corruption, is <c1,CAM_BACK,0.5771,0.5722> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532622011428113.jpg"
    }
  },
  {
    "scene_token": "2e3c0f308fcf4664bf7994053d7080b9",
    "frame_token": "a836f9819fed473189e13551ce393bd9",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions could the ego vehicle take based on <c1,CAM_BACK,0.5771,0.5722>? Why take this action and what's the probability?",
    "answer": "The action is to turn left. The reason is that there is no safety issue, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532622011428113.jpg"
    }
  },
  {
    "scene_token": "2e3c0f308fcf4664bf7994053d7080b9",
    "frame_token": "a836f9819fed473189e13551ce393bd9",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5771,0.5722> under the lens obstacle corruption?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532622011428113.jpg"
    }
  },
  {
    "scene_token": "2e3c0f308fcf4664bf7994053d7080b9",
    "frame_token": "a836f9819fed473189e13551ce393bd9",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban construction area with several vehicles and a pedestrian. The lens obstacle corruption affects the visibility of some areas, particularly in the CAM_BACK and CAM_FRONT_RIGHT images. Key objects include a moving black car behind the ego vehicle (<c1,CAM_BACK,0.5771,0.5722>), a stationary orange construction vehicle in front (<c2,CAM_FRONT,0.7026,0.5342>), a stationary black sedan also behind (<c3,CAM_BACK,0.5229,0.5583>), and a stationary worker wearing fluorescent clothing to the front right (<c4,CAM_FRONT_RIGHT,0.2739,0.6019>). Despite the corruption, the scene remains navigable with careful planning.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532622011428113.jpg"
    }
  },
  {
    "scene_token": "d0de3bf834b747179080898725b0f21d",
    "frame_token": "3640145bfc1442559913fd71d345bfa7",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Dark. B. Rain. C. Lens obstacle. D. Color quant",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_BACK_RIGHT__1533281750877893.jpg"
    }
  },
  {
    "scene_token": "d0de3bf834b747179080898725b0f21d",
    "frame_token": "3640145bfc1442559913fd71d345bfa7",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_BACK_RIGHT__1533281750877893.jpg"
    }
  },
  {
    "scene_token": "d0de3bf834b747179080898725b0f21d",
    "frame_token": "3640145bfc1442559913fd71d345bfa7",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c2,CAM_FRONT,0.3011,0.5408>? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a silver SUV moving straight ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_BACK_RIGHT__1533281750877893.jpg"
    }
  },
  {
    "scene_token": "d0de3bf834b747179080898725b0f21d",
    "frame_token": "3640145bfc1442559913fd71d345bfa7",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a roadblock to the front right of the ego vehicle, a silver SUV to the front of the ego vehicle, and a white van to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.8620,0.8648>, <c2,CAM_FRONT,0.3011,0.5408>, and <c3,CAM_FRONT_LEFT,0.7688,0.4926>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_BACK_RIGHT__1533281750877893.jpg"
    }
  },
  {
    "scene_token": "d0de3bf834b747179080898725b0f21d",
    "frame_token": "3640145bfc1442559913fd71d345bfa7",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what object should the ego vehicle notice first when the ego vehicle is getting to the next possible location? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that silver SUV at front camera. The object is turning left, so the ego vehicle should turn left. Secondly, notice that white van at left camera. The object is turning left, so the ego vehicle should turn left. Thirdly, notice that roadblock at right camera. The object is a traffic sign, so the ego vehicle should turn left. The corruption does not obscure these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_BACK_RIGHT__1533281750877893.jpg"
    }
  },
  {
    "scene_token": "d0de3bf834b747179080898725b0f21d",
    "frame_token": "3640145bfc1442559913fd71d345bfa7",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, is <c1,CAM_FRONT_RIGHT,0.8620,0.8648> a traffic sign or a road barrier?",
    "answer": "Yes, Explanation: The object is a roadblock, and the corruption does not affect its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_BACK_RIGHT__1533281750877893.jpg"
    }
  },
  {
    "scene_token": "d0de3bf834b747179080898725b0f21d",
    "frame_token": "3640145bfc1442559913fd71d345bfa7",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c3,CAM_FRONT_LEFT,0.7688,0.4926>?",
    "answer": "No such action will lead to a collision. The corruption does not affect the visibility of the white van.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_BACK_RIGHT__1533281750877893.jpg"
    }
  },
  {
    "scene_token": "d0de3bf834b747179080898725b0f21d",
    "frame_token": "3640145bfc1442559913fd71d345bfa7",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions could the ego vehicle take based on <c2,CAM_FRONT,0.3011,0.5408>? Why take this action and what's the probability?",
    "answer": "The action is to turn left. The reason is that there is no safety issue, and the probability is high. The corruption does not obscure the silver SUV.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_BACK_RIGHT__1533281750877893.jpg"
    }
  },
  {
    "scene_token": "d0de3bf834b747179080898725b0f21d",
    "frame_token": "3640145bfc1442559913fd71d345bfa7",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with several key objects visible despite the lens obstacle corruption. To the front, a silver SUV is moving straight ahead, identified at coordinates <c2,CAM_FRONT,0.3011,0.5408>. To the front left, a white van is also moving, located at <c3,CAM_FRONT_LEFT,0.7688,0.4926>. On the front right, a roadblock is present, marked at <c1,CAM_FRONT_RIGHT,0.8620,0.8648>. The corruption primarily affects the central view but does not obscure these critical objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_BACK_RIGHT__1533281750877893.jpg"
    }
  },
  {
    "scene_token": "c7492bdc08f8450fa580b7787331f0c9",
    "frame_token": "03d958beb9f548399af3d8be08add385",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Fog. B. Color quant. C. Lens obstacle. D. Zoom blur",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg"
    }
  },
  {
    "scene_token": "c7492bdc08f8450fa580b7787331f0c9",
    "frame_token": "03d958beb9f548399af3d8be08add385",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The second camera image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg"
    }
  },
  {
    "scene_token": "c7492bdc08f8450fa580b7787331f0c9",
    "frame_token": "03d958beb9f548399af3d8be08add385",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the back of the ego vehicle, a black sedan to the front of the ego vehicle, and a white coach to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.3792,0.4953>, <c2,CAM_FRONT,0.9654,0.5342>, and <c3,CAM_FRONT,0.5389,0.4707>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg"
    }
  },
  {
    "scene_token": "c7492bdc08f8450fa580b7787331f0c9",
    "frame_token": "03d958beb9f548399af3d8be08add385",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.3792,0.4953> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a black car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg"
    }
  },
  {
    "scene_token": "c7492bdc08f8450fa580b7787331f0c9",
    "frame_token": "03d958beb9f548399af3d8be08add385",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.3792,0.4953> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a moving black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg"
    }
  },
  {
    "scene_token": "c7492bdc08f8450fa580b7787331f0c9",
    "frame_token": "03d958beb9f548399af3d8be08add385",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice that black sedan at front camera; the object is stationary, so the ego vehicle should continue ahead at the same speed. Secondly notice that white coach at front camera; the object is turning right, so the ego vehicle should continue ahead at the same speed. Thirdly notice that black car at back camera; the object is going ahead, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg"
    }
  },
  {
    "scene_token": "c7492bdc08f8450fa580b7787331f0c9",
    "frame_token": "03d958beb9f548399af3d8be08add385",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.3792,0.4953> considering the lens obstacle corruption?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg"
    }
  },
  {
    "scene_token": "c7492bdc08f8450fa580b7787331f0c9",
    "frame_token": "03d958beb9f548399af3d8be08add385",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.3792,0.4953> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg"
    }
  },
  {
    "scene_token": "c7492bdc08f8450fa580b7787331f0c9",
    "frame_token": "03d958beb9f548399af3d8be08add385",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is an urban street with buildings on either side. The lens obstacle corruption creates a blurred area in the center of some images, obscuring parts of the scene. Key objects include a black car moving behind the ego vehicle, a stationary black sedan in front, and a white coach also in front. The black car is located at coordinates <c1,CAM_BACK,0.3792,0.4953>, the black sedan at <c2,CAM_FRONT,0.9654,0.5342>, and the white coach at <c3,CAM_FRONT,0.5389,0.4707>. Despite the corruption, the ego vehicle can still perceive these objects and make informed decisions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg"
    }
  },
  {
    "scene_token": "57f5503bf63144b8bf450315e860f58e",
    "frame_token": "27ec52e7530d46f2ad6a9123ddea5538",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Rain. C. Dark. D. Water splash",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538985932277893.jpg"
    }
  },
  {
    "scene_token": "57f5503bf63144b8bf450315e860f58e",
    "frame_token": "27ec52e7530d46f2ad6a9123ddea5538",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The images from CAM_FRONT and CAM_BACK are affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538985932277893.jpg"
    }
  },
  {
    "scene_token": "57f5503bf63144b8bf450315e860f58e",
    "frame_token": "27ec52e7530d46f2ad6a9123ddea5538",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption?",
    "answer": "There is a silver business car to the front of the ego vehicle, a white SUV to the front of the ego vehicle, a black and white van to the back of the ego vehicle, and a black car to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.9573,0.6213>, <c2,CAM_FRONT,0.3609,0.5676>, <c3,CAM_BACK,0.5052,0.5630>, and <c4,CAM_FRONT,0.2458,0.5408>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538985932277893.jpg"
    }
  },
  {
    "scene_token": "57f5503bf63144b8bf450315e860f58e",
    "frame_token": "27ec52e7530d46f2ad6a9123ddea5538",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT,0.3609,0.5676> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a white SUV moving ahead, and the lens obstacle does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538985932277893.jpg"
    }
  },
  {
    "scene_token": "57f5503bf63144b8bf450315e860f58e",
    "frame_token": "27ec52e7530d46f2ad6a9123ddea5538",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.9573,0.6213> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary silver business car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538985932277893.jpg"
    }
  },
  {
    "scene_token": "57f5503bf63144b8bf450315e860f58e",
    "frame_token": "27ec52e7530d46f2ad6a9123ddea5538",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.9573,0.6213> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability of taking this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538985932277893.jpg"
    }
  },
  {
    "scene_token": "57f5503bf63144b8bf450315e860f58e",
    "frame_token": "27ec52e7530d46f2ad6a9123ddea5538",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.9573,0.6213> considering the lens obstacle corruption?",
    "answer": "No action taken by the ego vehicle will lead to a collision with <c1,CAM_FRONT,0.9573,0.6213>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538985932277893.jpg"
    }
  },
  {
    "scene_token": "57f5503bf63144b8bf450315e860f58e",
    "frame_token": "27ec52e7530d46f2ad6a9123ddea5538",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban road with multiple lanes and surrounding buildings. Due to lens obstacle corruption, parts of the images are blurred, obscuring some details. Key objects include a stationary silver business car at the front, a moving white SUV also at the front, a moving black and white van at the back, and a moving black car at the front. The positions of these objects are identified by their coordinates: <c1,CAM_FRONT,0.9573,0.6213>, <c2,CAM_FRONT,0.3609,0.5676>, <c3,CAM_BACK,0.5052,0.5630>, and <c4,CAM_FRONT,0.2458,0.5408>. Despite the corruption, the ego vehicle can still perceive and plan around these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538985932277893.jpg"
    }
  },
  {
    "scene_token": "c6c092a66329470f836714f46b92d59b",
    "frame_token": "74f1506fb3f348a28783f117d9e50ff7",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Dark. C. Bright. D. Fog",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401553627893.jpg"
    }
  },
  {
    "scene_token": "c6c092a66329470f836714f46b92d59b",
    "frame_token": "74f1506fb3f348a28783f117d9e50ff7",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_BACK_LEFT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401553627893.jpg"
    }
  },
  {
    "scene_token": "c6c092a66329470f836714f46b92d59b",
    "frame_token": "74f1506fb3f348a28783f117d9e50ff7",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white sedan to the front of the ego vehicle, a person wearing gray clothes to the back left of the ego vehicle, and a white truck to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5120,0.6000>, <c2,CAM_BACK_LEFT,0.9261,0.5694>, and <c3,CAM_FRONT,0.4667,0.5861>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401553627893.jpg"
    }
  },
  {
    "scene_token": "c6c092a66329470f836714f46b92d59b",
    "frame_token": "74f1506fb3f348a28783f117d9e50ff7",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.5120,0.6000> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a white sedan moving ahead, and the lens obstacle does not affect its detection.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401553627893.jpg"
    }
  },
  {
    "scene_token": "c6c092a66329470f836714f46b92d59b",
    "frame_token": "74f1506fb3f348a28783f117d9e50ff7",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that a person wearing gray clothes at left rear camera. The object is stationary, so the ego vehicle should keep going ahead at the same speed. Secondly, notice that white truck at front camera. The object is stationary, so the ego vehicle should slow down and go ahead. Thirdly, notice that white sedan at front camera. The object is going ahead, so the ego vehicle should slow down and go ahead.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401553627893.jpg"
    }
  },
  {
    "scene_token": "c6c092a66329470f836714f46b92d59b",
    "frame_token": "74f1506fb3f348a28783f117d9e50ff7",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.5120,0.6000> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white sedan, and the lens obstacle does not affect its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401553627893.jpg"
    }
  },
  {
    "scene_token": "c6c092a66329470f836714f46b92d59b",
    "frame_token": "74f1506fb3f348a28783f117d9e50ff7",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.5120,0.6000> considering the lens obstacle corruption?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401553627893.jpg"
    }
  },
  {
    "scene_token": "c6c092a66329470f836714f46b92d59b",
    "frame_token": "74f1506fb3f348a28783f117d9e50ff7",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.5120,0.6000> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to decelerate gradually without braking. The reason is that there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401553627893.jpg"
    }
  },
  {
    "scene_token": "c6c092a66329470f836714f46b92d59b",
    "frame_token": "74f1506fb3f348a28783f117d9e50ff7",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is affected by lens obstacle corruption, particularly in the CAM_BACK_LEFT image. The environment includes a road flanked by tall buildings and greenery. A white sedan is moving ahead in the front camera view, positioned at coordinates <c1,CAM_FRONT,0.5120,0.6000>. A stationary person wearing gray clothes is visible in the back left camera, at coordinates <c2,CAM_BACK_LEFT,0.9261,0.5694>. Additionally, a stationary white truck is in the front camera view, located at <c3,CAM_FRONT,0.4667,0.5861>. Despite the corruption, these key objects remain identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401553627893.jpg"
    }
  },
  {
    "scene_token": "9c7062b34e064d6ab42124f3f0be233d",
    "frame_token": "e9ea20ac2071464ca6b1b0491a334e7d",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Bright. C. Fog. D. Image compression",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535656873678113.jpg"
    }
  },
  {
    "scene_token": "9c7062b34e064d6ab42124f3f0be233d",
    "frame_token": "e9ea20ac2071464ca6b1b0491a334e7d",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_BACK is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535656873678113.jpg"
    }
  },
  {
    "scene_token": "9c7062b34e064d6ab42124f3f0be233d",
    "frame_token": "e9ea20ac2071464ca6b1b0491a334e7d",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.1776,0.5926> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a white SUV moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535656873678113.jpg"
    }
  },
  {
    "scene_token": "9c7062b34e064d6ab42124f3f0be233d",
    "frame_token": "e9ea20ac2071464ca6b1b0491a334e7d",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white SUV to the front right of the ego vehicle, a white truck to the front of the ego vehicle, a red and white truck to the back left of the ego vehicle, a white sedan to the front right of the ego vehicle, a gray SUV to the front of the ego vehicle, and a black sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.1776,0.5926>, <c2,CAM_FRONT,0.8752,0.5097>, <c3,CAM_BACK_LEFT,0.4977,0.5059>, <c4,CAM_FRONT_RIGHT,0.3214,0.6186>, <c5,CAM_FRONT,0.7468,0.5991>, and <c6,CAM_BACK,0.5135,0.7259>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535656873678113.jpg"
    }
  },
  {
    "scene_token": "9c7062b34e064d6ab42124f3f0be233d",
    "frame_token": "e9ea20ac2071464ca6b1b0491a334e7d",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.1776,0.5926> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, and the corruption does not change this identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535656873678113.jpg"
    }
  },
  {
    "scene_token": "9c7062b34e064d6ab42124f3f0be233d",
    "frame_token": "e9ea20ac2071464ca6b1b0491a334e7d",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.1776,0.5926> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to remain stationary. The reason for taking this action is to follow the traffic rules, with a high probability. The corruption does not affect the decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535656873678113.jpg"
    }
  },
  {
    "scene_token": "9c7062b34e064d6ab42124f3f0be233d",
    "frame_token": "e9ea20ac2071464ca6b1b0491a334e7d",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Brake suddenly, brake gently to a stop. The corruption does not affect these safe actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535656873678113.jpg"
    }
  },
  {
    "scene_token": "9c7062b34e064d6ab42124f3f0be233d",
    "frame_token": "e9ea20ac2071464ca6b1b0491a334e7d",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a busy urban intersection with several vehicles present. A white SUV is moving to the front right of the ego vehicle, positioned at coordinates <c1,CAM_FRONT_RIGHT,0.1776,0.5926>. A white truck is directly in front at <c2,CAM_FRONT,0.8752,0.5097>, and a red and white truck is to the back left at <c3,CAM_BACK_LEFT,0.4977,0.5059>. Additionally, a white sedan is also to the front right at <c4,CAM_FRONT_RIGHT,0.3214,0.6186>, a gray SUV is in front at <c5,CAM_FRONT,0.7468,0.5991>, and a black sedan is stationary behind at <c6,CAM_BACK,0.5135,0.7259>. The lens obstacle corruption partially obscures some areas, but key objects remain identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535656873678113.jpg"
    }
  },
  {
    "scene_token": "16c90eedfc7943a5a4c64e84d18876a2",
    "frame_token": "9ffb0eec69b64b16b6efda03c689314b",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Dark. C. Sensor failure. D. Water splash",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542799053777893.jpg"
    }
  },
  {
    "scene_token": "16c90eedfc7943a5a4c64e84d18876a2",
    "frame_token": "9ffb0eec69b64b16b6efda03c689314b",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The third image is most affected, with a large blurred area in the center.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542799053777893.jpg"
    }
  },
  {
    "scene_token": "16c90eedfc7943a5a4c64e84d18876a2",
    "frame_token": "9ffb0eec69b64b16b6efda03c689314b",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black SUV to the front of the ego vehicle, a white sedan to the front of the ego vehicle, a black sedan car to the back of the ego vehicle, and a white SUV to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.7083,0.5917>, <c2,CAM_FRONT,0.6167,0.5537>, <c3,CAM_BACK,0.5354,0.5583>, and <c4,CAM_FRONT,0.4354,0.5417>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542799053777893.jpg"
    }
  },
  {
    "scene_token": "16c90eedfc7943a5a4c64e84d18876a2",
    "frame_token": "9ffb0eec69b64b16b6efda03c689314b",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.7083,0.5917> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a black SUV moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542799053777893.jpg"
    }
  },
  {
    "scene_token": "16c90eedfc7943a5a4c64e84d18876a2",
    "frame_token": "9ffb0eec69b64b16b6efda03c689314b",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.7083,0.5917> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, and the corruption does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542799053777893.jpg"
    }
  },
  {
    "scene_token": "16c90eedfc7943a5a4c64e84d18876a2",
    "frame_token": "9ffb0eec69b64b16b6efda03c689314b",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.7083,0.5917> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to maintain a safe distance, which is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542799053777893.jpg"
    }
  },
  {
    "scene_token": "16c90eedfc7943a5a4c64e84d18876a2",
    "frame_token": "9ffb0eec69b64b16b6efda03c689314b",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.7083,0.5917> considering the lens obstacle corruption?",
    "answer": "Moderate right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542799053777893.jpg"
    }
  },
  {
    "scene_token": "16c90eedfc7943a5a4c64e84d18876a2",
    "frame_token": "9ffb0eec69b64b16b6efda03c689314b",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a dark street scene with significant lens obstacle corruption affecting visibility. The front camera captures a black SUV and a white sedan moving ahead, while the back camera shows a black sedan car. Despite the corruption, the key objects remain identifiable: a black SUV at coordinates <c1,CAM_FRONT,0.7083,0.5917>, a white sedan at <c2,CAM_FRONT,0.6167,0.5537>, a black sedan car at <c3,CAM_BACK,0.5354,0.5583>, and a white SUV at <c4,CAM_FRONT,0.4354,0.5417>. The corruption primarily affects the central areas of the images, but the objects' positions and movements are still discernible.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542799053777893.jpg"
    }
  },
  {
    "scene_token": "8c84164e752a4ab69d039a07c898f7af",
    "frame_token": "3bf6f0df3f494c8aad14df94d6b4e5b8",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Water splash. C. Snow. D. Bit error",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034046677893.jpg"
    }
  },
  {
    "scene_token": "8c84164e752a4ab69d039a07c898f7af",
    "frame_token": "3bf6f0df3f494c8aad14df94d6b4e5b8",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The second image is most affected, with a large circular blur in the center.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034046677893.jpg"
    }
  },
  {
    "scene_token": "8c84164e752a4ab69d039a07c898f7af",
    "frame_token": "3bf6f0df3f494c8aad14df94d6b4e5b8",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for future reasoning and driving decisions.",
    "answer": "There is a bicycle on the roadside to the front of the ego vehicle, a black sedan to the front of the ego vehicle, and a trash can to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3583,0.5537>, <c2,CAM_FRONT,0.1148,0.5047>, and <c3,CAM_FRONT,0.7821,0.6447>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034046677893.jpg"
    }
  },
  {
    "scene_token": "8c84164e752a4ab69d039a07c898f7af",
    "frame_token": "3bf6f0df3f494c8aad14df94d6b4e5b8",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT,0.1148,0.5047> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a black sedan moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034046677893.jpg"
    }
  },
  {
    "scene_token": "8c84164e752a4ab69d039a07c898f7af",
    "frame_token": "3bf6f0df3f494c8aad14df94d6b4e5b8",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that trash can at front camera. The object is a traffic sign and the ego vehicle should continue ahead at the same speed. Secondly, notice that bicycle on the roadside at front camera. The object is stationary and the ego vehicle should continue ahead at the same speed. Thirdly, notice that black sedan at front camera. The object is moving ahead and the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034046677893.jpg"
    }
  },
  {
    "scene_token": "8c84164e752a4ab69d039a07c898f7af",
    "frame_token": "3bf6f0df3f494c8aad14df94d6b4e5b8",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.3583,0.5537> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a bicycle on the roadside, and the corruption does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034046677893.jpg"
    }
  },
  {
    "scene_token": "8c84164e752a4ab69d039a07c898f7af",
    "frame_token": "3bf6f0df3f494c8aad14df94d6b4e5b8",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3583,0.5537> considering the lens obstacle corruption?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034046677893.jpg"
    }
  },
  {
    "scene_token": "8c84164e752a4ab69d039a07c898f7af",
    "frame_token": "3bf6f0df3f494c8aad14df94d6b4e5b8",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Decelerate gradually without braking, and maintain the same speed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034046677893.jpg"
    }
  },
  {
    "scene_token": "8c84164e752a4ab69d039a07c898f7af",
    "frame_token": "3bf6f0df3f494c8aad14df94d6b4e5b8",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a residential street with several houses and trees lining the road. The lens obstacle corruption creates blurred areas in the images, particularly affecting the central parts of the second and fourth images. Key objects include a stationary bicycle on the roadside at coordinates <0.3583, 0.5537>, a moving black sedan at <0.1148, 0.5047>, and a trash can at <0.7821, 0.6447>. Despite the corruption, these objects remain identifiable and are crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034046677893.jpg"
    }
  },
  {
    "scene_token": "3469d30a6e2a4d878fb0ff899346b7de",
    "frame_token": "011b8e758330400dbdf16d55c8a3571a",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Saturate. C. Image compression. D. Motion blur",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488027178113.jpg"
    }
  },
  {
    "scene_token": "3469d30a6e2a4d878fb0ff899346b7de",
    "frame_token": "011b8e758330400dbdf16d55c8a3571a",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488027178113.jpg"
    }
  },
  {
    "scene_token": "3469d30a6e2a4d878fb0ff899346b7de",
    "frame_token": "011b8e758330400dbdf16d55c8a3571a",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the front of the ego vehicle, a white sedan to the front of the ego vehicle, a silver SUV to the back of the ego vehicle, a person in a wheelchair to the front right of the ego vehicle, and a yield to pedestrians to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5833,0.5231>, <c2,CAM_FRONT,0.5339,0.5352>, <c3,CAM_BACK,0.5354,0.5741>, <c4,CAM_FRONT_RIGHT,0.0710,0.7817>, and <c5,CAM_FRONT,0.8222,0.5242>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488027178113.jpg"
    }
  },
  {
    "scene_token": "3469d30a6e2a4d878fb0ff899346b7de",
    "frame_token": "011b8e758330400dbdf16d55c8a3571a",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.5833,0.5231> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a black car moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488027178113.jpg"
    }
  },
  {
    "scene_token": "3469d30a6e2a4d878fb0ff899346b7de",
    "frame_token": "011b8e758330400dbdf16d55c8a3571a",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.5833,0.5231> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488027178113.jpg"
    }
  },
  {
    "scene_token": "3469d30a6e2a4d878fb0ff899346b7de",
    "frame_token": "011b8e758330400dbdf16d55c8a3571a",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Slightly offset to the left, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488027178113.jpg"
    }
  },
  {
    "scene_token": "3469d30a6e2a4d878fb0ff899346b7de",
    "frame_token": "011b8e758330400dbdf16d55c8a3571a",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.5833,0.5231> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488027178113.jpg"
    }
  },
  {
    "scene_token": "3469d30a6e2a4d878fb0ff899346b7de",
    "frame_token": "011b8e758330400dbdf16d55c8a3571a",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with buildings on both sides. The CAM_FRONT image shows a black car moving ahead, partially obscured by lens obstacle corruption. A white sedan is also moving ahead in the same direction. Behind the ego vehicle, a silver SUV is visible. To the front right, a person in a wheelchair is moving along the sidewalk. A 'Yield to pedestrians' sign is visible ahead. Despite the corruption, the key objects remain identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488027178113.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "04258e0aabb24146b5a50d889c20d753",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Motion blur. B. Lens obstacle. C. Bit error. D. Sensor failure",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845520427893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "04258e0aabb24146b5a50d889c20d753",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845520427893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "04258e0aabb24146b5a50d889c20d753",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a brown car to the back of the ego vehicle, a white sedan to the front right of the ego vehicle, and a blue sedan to the back right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.2677,0.6382>, <c2,CAM_FRONT_RIGHT,0.6359,0.5713>, and <c3,CAM_BACK_RIGHT,0.5479,0.6074>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845520427893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "04258e0aabb24146b5a50d889c20d753",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.2677,0.6382> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a brown car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845520427893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "04258e0aabb24146b5a50d889c20d753",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what object should the ego vehicle notice first when the ego vehicle is getting to the next possible location? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice blue sedan at right rear camera. It is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice brown car at back camera. It is stationary, so the ego vehicle should continue ahead at the same speed. Thirdly, notice white sedan at right camera. It is stationary, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845520427893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "04258e0aabb24146b5a50d889c20d753",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.2677,0.6382> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a brown car, not a traffic sign or road barrier, and the corruption does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845520427893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "04258e0aabb24146b5a50d889c20d753",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.2677,0.6382>?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845520427893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "04258e0aabb24146b5a50d889c20d753",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the left, and slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845520427893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "04258e0aabb24146b5a50d889c20d753",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a road with several vehicles and buildings. The lens obstacle corruption affects the visibility of some areas, particularly in the CAM_FRONT_RIGHT image. Key objects include a brown car moving behind the ego vehicle, a stationary white sedan to the front right, and a stationary blue sedan to the back right. The road is bordered by trees and buildings, with some areas obscured by the corruption.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845520427893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "fcafd3944ae64aaf908b18425694c4f3",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Zoom blur. B. Fog. C. Lens obstacle. D. Snow",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845527677893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "fcafd3944ae64aaf908b18425694c4f3",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by the lens obstacle corruption?",
    "answer": "The images from CAM_FRONT_LEFT and CAM_FRONT_RIGHT are affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845527677893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "fcafd3944ae64aaf908b18425694c4f3",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black sedan to the back of the ego vehicle, a black car to the back of the ego vehicle, a black motorcycle to the front left of the ego vehicle, and a blue sedan to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4886,0.5602>, <c2,CAM_BACK,0.5422,0.5750>, <c3,CAM_FRONT_LEFT,0.4750,0.8317>, and <c4,CAM_FRONT_RIGHT,0.6031,0.7083>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845527677893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "fcafd3944ae64aaf908b18425694c4f3",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.4886,0.5602> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "B, Explanation: The object is a black sedan moving to the right of the ego vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845527677893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "fcafd3944ae64aaf908b18425694c4f3",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.4886,0.5602> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845527677893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "fcafd3944ae64aaf908b18425694c4f3",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.4886,0.5602> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that the object has little reference value for the ego vehicle, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845527677893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "fcafd3944ae64aaf908b18425694c4f3",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.4886,0.5602> considering the lens obstacle corruption?",
    "answer": "No action taken by the ego vehicle will lead to a collision with <c1,CAM_BACK,0.4886,0.5602>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845527677893.jpg"
    }
  },
  {
    "scene_token": "37284f813cc74496971ff58f5d37400a",
    "frame_token": "fcafd3944ae64aaf908b18425694c4f3",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a parking area with several vehicles parked and some moving. The lens obstacle corruption affects the visibility in certain areas, particularly in the front left and right camera views. Key objects include a black sedan moving behind the ego vehicle, a black car also moving behind, a stationary black motorcycle to the front left, and a stationary blue sedan to the front right. Despite the corruption, the ego vehicle can still identify these objects and their positions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845527677893.jpg"
    }
  },
  {
    "scene_token": "ab7f4909bc6c4841a12020355a7d505c",
    "frame_token": "10ef1bd29fb74b4789e8a648fb30764f",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bright. B. Lens obstacle. C. Motion blur. D. Dark",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385114628113.jpg"
    }
  },
  {
    "scene_token": "ab7f4909bc6c4841a12020355a7d505c",
    "frame_token": "10ef1bd29fb74b4789e8a648fb30764f",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The third camera image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385114628113.jpg"
    }
  },
  {
    "scene_token": "ab7f4909bc6c4841a12020355a7d505c",
    "frame_token": "10ef1bd29fb74b4789e8a648fb30764f",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5052,0.5436> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a black car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385114628113.jpg"
    }
  },
  {
    "scene_token": "ab7f4909bc6c4841a12020355a7d505c",
    "frame_token": "10ef1bd29fb74b4789e8a648fb30764f",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the back of the ego vehicle, a blue sedan to the front of the ego vehicle, and a black SUV to the back of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5052,0.5436>, <c2,CAM_FRONT,0.7630,0.5814>, and <c3,CAM_BACK,0.6099,0.5602>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385114628113.jpg"
    }
  },
  {
    "scene_token": "ab7f4909bc6c4841a12020355a7d505c",
    "frame_token": "10ef1bd29fb74b4789e8a648fb30764f",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5052,0.5436> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a moving black car, and the corruption does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385114628113.jpg"
    }
  },
  {
    "scene_token": "ab7f4909bc6c4841a12020355a7d505c",
    "frame_token": "10ef1bd29fb74b4789e8a648fb30764f",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice blue sedan at front camera. It is stationary, so the ego vehicle should keep going ahead at the same speed. Secondly notice black SUV at back camera. It is going ahead, so the ego vehicle should keep going ahead at the same speed. Thirdly notice black car at back camera. It is going ahead, so the ego vehicle should keep going ahead at the same speed. The corruption does not affect the order of noticing these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385114628113.jpg"
    }
  },
  {
    "scene_token": "ab7f4909bc6c4841a12020355a7d505c",
    "frame_token": "10ef1bd29fb74b4789e8a648fb30764f",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed and turn right. The corruption does not obscure critical path elements.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385114628113.jpg"
    }
  },
  {
    "scene_token": "ab7f4909bc6c4841a12020355a7d505c",
    "frame_token": "10ef1bd29fb74b4789e8a648fb30764f",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.5052,0.5436> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that the object has little reference value for the ego vehicle, which is high probability. The corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385114628113.jpg"
    }
  },
  {
    "scene_token": "ab7f4909bc6c4841a12020355a7d505c",
    "frame_token": "10ef1bd29fb74b4789e8a648fb30764f",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with a clear sky. There is a noticeable lens obstacle corruption affecting some images, particularly obscuring central areas. Key objects include a black car moving behind the ego vehicle at coordinates <c1,CAM_BACK,0.5052,0.5436>, a stationary blue sedan in front at <c2,CAM_FRONT,0.7630,0.5814>, and a black SUV moving behind at <c3,CAM_BACK,0.6099,0.5602>. Despite the corruption, these objects remain identifiable and crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385114628113.jpg"
    }
  },
  {
    "scene_token": "52b30ecd104a4f4eab6f8f5684a73e56",
    "frame_token": "ee45b7c2598b4580920f96c5a97427be",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Motion blur. C. Zoom blur. D. Bright",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112796677893.jpg"
    }
  },
  {
    "scene_token": "52b30ecd104a4f4eab6f8f5684a73e56",
    "frame_token": "ee45b7c2598b4580920f96c5a97427be",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The second image (CAM_FRONT_LEFT) is most affected by the lens obstacle corruption, with a significant blur in the center.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112796677893.jpg"
    }
  },
  {
    "scene_token": "52b30ecd104a4f4eab6f8f5684a73e56",
    "frame_token": "ee45b7c2598b4580920f96c5a97427be",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a silver sedan to the front of the ego vehicle, a white truck to the front left of the ego vehicle, and pedestrians crossing the road to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4161,0.5547>, <c2,CAM_FRONT_LEFT,0.5418,0.5173>, and <c3,CAM_FRONT_RIGHT,0.1156,0.7759>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112796677893.jpg"
    }
  },
  {
    "scene_token": "52b30ecd104a4f4eab6f8f5684a73e56",
    "frame_token": "ee45b7c2598b4580920f96c5a97427be",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.4161,0.5547> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a silver sedan moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112796677893.jpg"
    }
  },
  {
    "scene_token": "52b30ecd104a4f4eab6f8f5684a73e56",
    "frame_token": "ee45b7c2598b4580920f96c5a97427be",
    "question_type": "robust_qas",
    "question": "How should the ego vehicle prioritize objects under lens obstacle corruption when approaching the next location?",
    "answer": "Firstly, notice the white truck at left camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice the pedestrians crossing the road at right camera. The object is going ahead, so the ego vehicle should continue ahead at the same speed. Thirdly, notice the silver sedan at front camera. The object is going ahead, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112796677893.jpg"
    }
  },
  {
    "scene_token": "52b30ecd104a4f4eab6f8f5684a73e56",
    "frame_token": "ee45b7c2598b4580920f96c5a97427be",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.4161,0.5547> a traffic sign or a road barrier under lens obstacle corruption?",
    "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112796677893.jpg"
    }
  },
  {
    "scene_token": "52b30ecd104a4f4eab6f8f5684a73e56",
    "frame_token": "ee45b7c2598b4580920f96c5a97427be",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.4161,0.5547> considering the lens obstacle corruption?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112796677893.jpg"
    }
  },
  {
    "scene_token": "52b30ecd104a4f4eab6f8f5684a73e56",
    "frame_token": "ee45b7c2598b4580920f96c5a97427be",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c2,CAM_FRONT_LEFT,0.5418,0.5173> under lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that the object has little reference value for the ego vehicle, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112796677893.jpg"
    }
  },
  {
    "scene_token": "52b30ecd104a4f4eab6f8f5684a73e56",
    "frame_token": "ee45b7c2598b4580920f96c5a97427be",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows an urban street with several vehicles parked along the sides and a building complex in the background. The lens obstacle corruption creates a blurred area in the center of some images, particularly affecting the view of the white truck on the left. Key objects include a silver sedan moving ahead in the front camera, a stationary white truck to the front left, and pedestrians crossing the road to the front right. Despite the corruption, the ego vehicle can still identify these objects and their positions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112796677893.jpg"
    }
  },
  {
    "scene_token": "62d9a581c7114d90a48bacfb2a47b104",
    "frame_token": "83a7d0698a44472cad433f37783e0875",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Motion blur. C. Color quant. D. Sensor failure",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488194178113.jpg"
    }
  },
  {
    "scene_token": "62d9a581c7114d90a48bacfb2a47b104",
    "frame_token": "83a7d0698a44472cad433f37783e0875",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The images from CAM_FRONT and CAM_BACK are affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488194178113.jpg"
    }
  },
  {
    "scene_token": "62d9a581c7114d90a48bacfb2a47b104",
    "frame_token": "83a7d0698a44472cad433f37783e0875",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a people on the roadside to the front of the ego vehicle, a blue sedan to the front of the ego vehicle, a silver SUV to the back of the ego vehicle, and a black car to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.6594,0.5463>, <c2,CAM_FRONT,0.5219,0.5380>, <c3,CAM_BACK,0.5427,0.5889>, and <c4,CAM_FRONT_LEFT,0.4286,0.7827>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488194178113.jpg"
    }
  },
  {
    "scene_token": "62d9a581c7114d90a48bacfb2a47b104",
    "frame_token": "83a7d0698a44472cad433f37783e0875",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT,0.5219,0.5380> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "C, Explanation: The object is a blue sedan moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488194178113.jpg"
    }
  },
  {
    "scene_token": "62d9a581c7114d90a48bacfb2a47b104",
    "frame_token": "83a7d0698a44472cad433f37783e0875",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.6594,0.5463> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary pedestrian, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488194178113.jpg"
    }
  },
  {
    "scene_token": "62d9a581c7114d90a48bacfb2a47b104",
    "frame_token": "83a7d0698a44472cad433f37783e0875",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.6594,0.5463> considering lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to follow the traffic rules, high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488194178113.jpg"
    }
  },
  {
    "scene_token": "62d9a581c7114d90a48bacfb2a47b104",
    "frame_token": "83a7d0698a44472cad433f37783e0875",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.6594,0.5463> considering lens obstacle corruption?",
    "answer": "Slight right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488194178113.jpg"
    }
  },
  {
    "scene_token": "62d9a581c7114d90a48bacfb2a47b104",
    "frame_token": "83a7d0698a44472cad433f37783e0875",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is set in an urban environment with tall buildings lining the street. The road is straight with a clear lane marking, but the view is partially obscured by lens obstacle corruption in the center of the images from CAM_FRONT and CAM_BACK. Key objects include a stationary pedestrian on the roadside at coordinates <c1,CAM_FRONT,0.6594,0.5463>, a moving blue sedan in front of the ego vehicle at <c2,CAM_FRONT,0.5219,0.5380>, a moving silver SUV behind the ego vehicle at <c3,CAM_BACK,0.5427,0.5889>, and a moving black car to the front left at <c4,CAM_FRONT_LEFT,0.4286,0.7827>. Despite the corruption, the ego vehicle must maintain awareness of these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488194178113.jpg"
    }
  },
  {
    "scene_token": "f92422ed4b4e427194a4958ccf15709a",
    "frame_token": "401cbca10866445bb48f2b1bf0418231",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Fog. C. Water splash. D. Image compression",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573956528113.jpg"
    }
  },
  {
    "scene_token": "f92422ed4b4e427194a4958ccf15709a",
    "frame_token": "401cbca10866445bb48f2b1bf0418231",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The front and front-left camera images are affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573956528113.jpg"
    }
  },
  {
    "scene_token": "f92422ed4b4e427194a4958ccf15709a",
    "frame_token": "401cbca10866445bb48f2b1bf0418231",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.1082,0.6444> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a blue car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573956528113.jpg"
    }
  },
  {
    "scene_token": "f92422ed4b4e427194a4958ccf15709a",
    "frame_token": "401cbca10866445bb48f2b1bf0418231",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black SUV to the back of the ego vehicle, a blue car to the back of the ego vehicle, a white car to the front right of the ego vehicle, and a gray jacket pedestrian to the back right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5567,0.6936>, <c2,CAM_BACK,0.1082,0.6444>, <c3,CAM_FRONT_RIGHT,0.7864,0.6463>, and <c4,CAM_BACK_RIGHT,0.3453,0.6009>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573956528113.jpg"
    }
  },
  {
    "scene_token": "f92422ed4b4e427194a4958ccf15709a",
    "frame_token": "401cbca10866445bb48f2b1bf0418231",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5567,0.6936> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary black SUV, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573956528113.jpg"
    }
  },
  {
    "scene_token": "f92422ed4b4e427194a4958ccf15709a",
    "frame_token": "401cbca10866445bb48f2b1bf0418231",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.5567,0.6936> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep stationary. The reason for taking this action is to follow the traffic rules, with a high probability. The corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573956528113.jpg"
    }
  },
  {
    "scene_token": "f92422ed4b4e427194a4958ccf15709a",
    "frame_token": "401cbca10866445bb48f2b1bf0418231",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake suddenly, brake gently to a stop. The corruption does not change these safe actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573956528113.jpg"
    }
  },
  {
    "scene_token": "f92422ed4b4e427194a4958ccf15709a",
    "frame_token": "401cbca10866445bb48f2b1bf0418231",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is an urban intersection with buildings on both sides. The front camera shows a blurred central area due to lens obstacle corruption, but the edges remain clear. Key objects include a stationary black SUV behind the ego vehicle, a moving blue car also behind, a moving white car to the front right, and a stationary pedestrian in a gray jacket to the back right. Despite the corruption, these objects are identifiable and positioned as follows: <c1,CAM_BACK,0.5567,0.6936>, <c2,CAM_BACK,0.1082,0.6444>, <c3,CAM_FRONT_RIGHT,0.7864,0.6463>, and <c4,CAM_BACK_RIGHT,0.3453,0.6009>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573956528113.jpg"
    }
  },
  {
    "scene_token": "9f3c8453d03d4df5946444757376b826",
    "frame_token": "bb86669b15cf485d99d70c6b3c1f0602",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. Bright. C. Bit error. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287264178113.jpg"
    }
  },
  {
    "scene_token": "9f3c8453d03d4df5946444757376b826",
    "frame_token": "bb86669b15cf485d99d70c6b3c1f0602",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The first camera image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287264178113.jpg"
    }
  },
  {
    "scene_token": "9f3c8453d03d4df5946444757376b826",
    "frame_token": "bb86669b15cf485d99d70c6b3c1f0602",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white sedan to the front of the ego vehicle, a white truck to the front of the ego vehicle, and a white truck to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.7484,0.6028>, <c2,CAM_FRONT,0.7604,0.4963>, and <c3,CAM_BACK,0.5521,0.5342>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287264178113.jpg"
    }
  },
  {
    "scene_token": "9f3c8453d03d4df5946444757376b826",
    "frame_token": "bb86669b15cf485d99d70c6b3c1f0602",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_BACK,0.5521,0.5342> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a white truck moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287264178113.jpg"
    }
  },
  {
    "scene_token": "9f3c8453d03d4df5946444757376b826",
    "frame_token": "bb86669b15cf485d99d70c6b3c1f0602",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what object should the ego vehicle notice first when the ego vehicle is getting to the next possible location? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice that white sedan at front camera; it is stationary, so the ego vehicle should keep going ahead at the same speed. Secondly notice that white truck at front camera; it is stationary, so the ego vehicle should keep going ahead at the same speed. Thirdly notice that white truck at back camera; the object is going ahead, so the ego vehicle should keep going ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287264178113.jpg"
    }
  },
  {
    "scene_token": "9f3c8453d03d4df5946444757376b826",
    "frame_token": "bb86669b15cf485d99d70c6b3c1f0602",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, is <c1,CAM_FRONT,0.7484,0.6028> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a white sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287264178113.jpg"
    }
  },
  {
    "scene_token": "9f3c8453d03d4df5946444757376b826",
    "frame_token": "bb86669b15cf485d99d70c6b3c1f0602",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.7484,0.6028> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287264178113.jpg"
    }
  },
  {
    "scene_token": "9f3c8453d03d4df5946444757376b826",
    "frame_token": "bb86669b15cf485d99d70c6b3c1f0602",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.7484,0.6028> considering the lens obstacle corruption?",
    "answer": "Changing to the right lane.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287264178113.jpg"
    }
  },
  {
    "scene_token": "9f3c8453d03d4df5946444757376b826",
    "frame_token": "bb86669b15cf485d99d70c6b3c1f0602",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is affected by lens obstacle corruption, causing blurred areas in the images. The road is wet, indicating rainy weather. Key objects include a stationary white sedan and a white truck in front of the ego vehicle, visible through the front camera, and a moving white truck behind the ego vehicle, visible through the back camera. Despite the corruption, these objects are identifiable, and the road appears clear for continued movement.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287264178113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "d466a127beef449a96382817e792b0eb",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Fog. B. Bit error. C. Sensor failure. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298967928113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "d466a127beef449a96382817e792b0eb",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The image from CAM_FRONT is affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298967928113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "d466a127beef449a96382817e792b0eb",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_FRONT,0.7406,0.5500> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a black sedan moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298967928113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "d466a127beef449a96382817e792b0eb",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white motorhome to the back of the ego vehicle, a black car to the back of the ego vehicle, a black sedan to the front of the ego vehicle, and a black sedan to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5167,0.5063>, <c2,CAM_BACK,0.8479,0.7574>, <c3,CAM_FRONT,0.7406,0.5500>, and <c4,CAM_FRONT_LEFT,0.3858,0.7372>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298967928113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "d466a127beef449a96382817e792b0eb",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5167,0.5063> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white motorhome, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298967928113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "d466a127beef449a96382817e792b0eb",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.5167,0.5063> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to remain stationary. The reason for this action is to follow the traffic rules, which has a high probability. The corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298967928113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "d466a127beef449a96382817e792b0eb",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Brake gently to a stop, slightly offset to the left, and slightly offset to the right. The corruption does not affect these safe actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298967928113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "d466a127beef449a96382817e792b0eb",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with multiple vehicles around the ego vehicle. Despite the lens obstacle corruption affecting the front camera, key objects are identifiable: a white motorhome is stationary behind the ego vehicle, a black car is also stationary behind, a black sedan is moving ahead in front, and another black sedan is stationary to the front left. The corruption obscures part of the front view but does not significantly impact the identification of these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298967928113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "01df3b9136484a5d8af9f2547f8ebfb8",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Zoom blur. B. Lens obstacle. C. H256 ABR compression. D. Dark",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298962378113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "01df3b9136484a5d8af9f2547f8ebfb8",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by the lens obstacle corruption?",
    "answer": "The third and sixth camera images are affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298962378113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "01df3b9136484a5d8af9f2547f8ebfb8",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the back of the ego vehicle, a black car to the back of the ego vehicle, a gray SUV to the front of the ego vehicle, a white truck to the front of the ego vehicle, a black sedan to the front of the ego vehicle, and a gray sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4979,0.5498>, <c2,CAM_BACK,0.8615,0.7547>, <c3,CAM_FRONT,0.4042,0.5444>, <c4,CAM_FRONT,0.6797,0.4583>, <c5,CAM_FRONT,0.3198,0.5436>, and <c6,CAM_FRONT,0.2245,0.5444>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298962378113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "01df3b9136484a5d8af9f2547f8ebfb8",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_FRONT,0.4042,0.5444> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "B, Explanation: The object is a gray SUV moving to the left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298962378113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "01df3b9136484a5d8af9f2547f8ebfb8",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.4979,0.5498> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298962378113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "01df3b9136484a5d8af9f2547f8ebfb8",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake suddenly, slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298962378113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "01df3b9136484a5d8af9f2547f8ebfb8",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.4979,0.5498> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298962378113.jpg"
    }
  },
  {
    "scene_token": "2cc8ffb250c44b42a888e9185810e04c",
    "frame_token": "01df3b9136484a5d8af9f2547f8ebfb8",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is urban with multiple vehicles around the ego vehicle. There is a white truck and a black car stationary behind the ego vehicle. In front, there is a moving gray SUV, a white truck, a black sedan, and a gray sedan. The lens obstacle corruption affects the visibility of certain areas, particularly obscuring parts of the scene in the third and sixth camera images, making it challenging to perceive some objects clearly.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298962378113.jpg"
    }
  },
  {
    "scene_token": "9f5f2211d6f943a89dd87bbe9703539d",
    "frame_token": "3e1d882de63d435fbc5a837182e93316",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Dark. B. Snow. C. Lens obstacle. D. Motion blur",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033651277893.jpg"
    }
  },
  {
    "scene_token": "9f5f2211d6f943a89dd87bbe9703539d",
    "frame_token": "3e1d882de63d435fbc5a837182e93316",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033651277893.jpg"
    }
  },
  {
    "scene_token": "9f5f2211d6f943a89dd87bbe9703539d",
    "frame_token": "3e1d882de63d435fbc5a837182e93316",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.0209,0.6139> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "B, Explanation: The object is a blue sedan car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033651277893.jpg"
    }
  },
  {
    "scene_token": "9f5f2211d6f943a89dd87bbe9703539d",
    "frame_token": "3e1d882de63d435fbc5a837182e93316",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a blue sedan car to the front right of the ego vehicle, a black SUV to the front right of the ego vehicle, a blue sedan to the front of the ego vehicle, a red car to the back of the ego vehicle, and a go straight sign to the back right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.0209,0.6139>, <c2,CAM_FRONT_RIGHT,0.5938,0.6564>, <c3,CAM_FRONT,0.8542,0.6814>, <c4,CAM_BACK,0.4500,0.7592>, and <c5,CAM_BACK_RIGHT,0.6689,0.9503>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033651277893.jpg"
    }
  },
  {
    "scene_token": "9f5f2211d6f943a89dd87bbe9703539d",
    "frame_token": "3e1d882de63d435fbc5a837182e93316",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.0209,0.6139> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a blue sedan car, not a traffic sign or road barrier, and the corruption does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033651277893.jpg"
    }
  },
  {
    "scene_token": "9f5f2211d6f943a89dd87bbe9703539d",
    "frame_token": "3e1d882de63d435fbc5a837182e93316",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.0209,0.6139> considering the lens obstacle corruption?",
    "answer": "Sharp right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033651277893.jpg"
    }
  },
  {
    "scene_token": "9f5f2211d6f943a89dd87bbe9703539d",
    "frame_token": "3e1d882de63d435fbc5a837182e93316",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Brake gently to a stop and turn right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033651277893.jpg"
    }
  },
  {
    "scene_token": "9f5f2211d6f943a89dd87bbe9703539d",
    "frame_token": "3e1d882de63d435fbc5a837182e93316",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban intersection with multiple lanes and traffic lights. The lens obstacle corruption affects the central part of the images, blurring some details. Key objects include a blue sedan car moving ahead to the front right, a black SUV also moving ahead to the front right, another blue sedan directly in front, a stationary red car behind, and a 'go straight' sign to the back right. These objects are positioned at coordinates <c1,CAM_FRONT_RIGHT,0.0209,0.6139>, <c2,CAM_FRONT_RIGHT,0.5938,0.6564>, <c3,CAM_FRONT,0.8542,0.6814>, <c4,CAM_BACK,0.4500,0.7592>, and <c5,CAM_BACK_RIGHT,0.6689,0.9503>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033651277893.jpg"
    }
  },
  {
    "scene_token": "3ace9decdd1f4ea0915b9862c95ca128",
    "frame_token": "07822f37eb644d5ba749662d707a3312",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Dark. B. Bit error. C. Lens obstacle. D. Rain",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800933377893.jpg"
    }
  },
  {
    "scene_token": "3ace9decdd1f4ea0915b9862c95ca128",
    "frame_token": "07822f37eb644d5ba749662d707a3312",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from the CAM_FRONT camera is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800933377893.jpg"
    }
  },
  {
    "scene_token": "3ace9decdd1f4ea0915b9862c95ca128",
    "frame_token": "07822f37eb644d5ba749662d707a3312",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white van to the back of the ego vehicle, a white sedan car to the back of the ego vehicle, a gray SUV to the front of the ego vehicle, a gray-white business to the front left of the ego vehicle, and a right turn to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5130,0.6352>, <c2,CAM_BACK,0.8313,0.7297>, <c3,CAM_FRONT,0.6474,0.5944>, <c4,CAM_FRONT_LEFT,0.8667,0.6297>, and <c5,CAM_FRONT,0.4078,0.6176>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800933377893.jpg"
    }
  },
  {
    "scene_token": "3ace9decdd1f4ea0915b9862c95ca128",
    "frame_token": "07822f37eb644d5ba749662d707a3312",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5130,0.6352> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "B, Explanation: The object is a white van moving ahead, unaffected by the lens obstacle corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800933377893.jpg"
    }
  },
  {
    "scene_token": "3ace9decdd1f4ea0915b9862c95ca128",
    "frame_token": "07822f37eb644d5ba749662d707a3312",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5130,0.6352> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a moving vehicle, specifically a white van, and not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800933377893.jpg"
    }
  },
  {
    "scene_token": "3ace9decdd1f4ea0915b9862c95ca128",
    "frame_token": "07822f37eb644d5ba749662d707a3312",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.5130,0.6352> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to avoid a collision, which is high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800933377893.jpg"
    }
  },
  {
    "scene_token": "3ace9decdd1f4ea0915b9862c95ca128",
    "frame_token": "07822f37eb644d5ba749662d707a3312",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5130,0.6352> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800933377893.jpg"
    }
  },
  {
    "scene_token": "3ace9decdd1f4ea0915b9862c95ca128",
    "frame_token": "07822f37eb644d5ba749662d707a3312",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is a nighttime urban environment with several vehicles and traffic elements. The CAM_FRONT image is heavily obscured by lens obstacle corruption, making it difficult to see the gray SUV ahead. To the back, a white van and a white sedan are visible, moving in the same direction as the ego vehicle. On the front left, a gray-white business vehicle is present. A right turn is indicated ahead, but visibility is compromised due to the corruption.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800933377893.jpg"
    }
  },
  {
    "scene_token": "35c3bc100e4b4e5089820986d3f50fa3",
    "frame_token": "4d2a8c8976f341d783bedb3acd1bf03c",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Dark. B. Water splash. C. Lens obstacle. D. Zoom blur",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385199678113.jpg"
    }
  },
  {
    "scene_token": "35c3bc100e4b4e5089820986d3f50fa3",
    "frame_token": "4d2a8c8976f341d783bedb3acd1bf03c",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The CAM_FRONT and CAM_BACK images are affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385199678113.jpg"
    }
  },
  {
    "scene_token": "35c3bc100e4b4e5089820986d3f50fa3",
    "frame_token": "4d2a8c8976f341d783bedb3acd1bf03c",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_BACK,0.5443,0.5648> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a black sedan moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385199678113.jpg"
    }
  },
  {
    "scene_token": "35c3bc100e4b4e5089820986d3f50fa3",
    "frame_token": "4d2a8c8976f341d783bedb3acd1bf03c",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the front left of the ego vehicle, a blue truck to the back right of the ego vehicle, and a black sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.6739,0.5936>, <c2,CAM_BACK_RIGHT,0.1880,0.4778>, and <c3,CAM_BACK,0.5443,0.5648>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385199678113.jpg"
    }
  },
  {
    "scene_token": "35c3bc100e4b4e5089820986d3f50fa3",
    "frame_token": "4d2a8c8976f341d783bedb3acd1bf03c",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice black car at left camera. It is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice blue truck at right rear camera. It is stationary, so the ego vehicle should continue ahead at the same speed. Thirdly, notice black sedan at back camera. It is going ahead, so the ego vehicle should continue ahead at the same speed. The lens obstacle corruption does not affect these priorities.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385199678113.jpg"
    }
  },
  {
    "scene_token": "35c3bc100e4b4e5089820986d3f50fa3",
    "frame_token": "4d2a8c8976f341d783bedb3acd1bf03c",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.6739,0.5936> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black car, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385199678113.jpg"
    }
  },
  {
    "scene_token": "35c3bc100e4b4e5089820986d3f50fa3",
    "frame_token": "4d2a8c8976f341d783bedb3acd1bf03c",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.6739,0.5936> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to maintain a safe distance, which is high. The lens obstacle corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385199678113.jpg"
    }
  },
  {
    "scene_token": "35c3bc100e4b4e5089820986d3f50fa3",
    "frame_token": "4d2a8c8976f341d783bedb3acd1bf03c",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, decelerate gradually without braking. The corruption does not affect these actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385199678113.jpg"
    }
  },
  {
    "scene_token": "35c3bc100e4b4e5089820986d3f50fa3",
    "frame_token": "4d2a8c8976f341d783bedb3acd1bf03c",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a typical urban street with some industrial buildings and parked vehicles. The CAM_FRONT image is partially blurred due to lens obstacle corruption, obscuring the central view. Key objects include a stationary black car to the front left (<c1,CAM_FRONT_LEFT,0.6739,0.5936>), a stationary blue truck to the back right (<c2,CAM_BACK_RIGHT,0.1880,0.4778>), and a moving black sedan to the back (<c3,CAM_BACK,0.5443,0.5648>). Despite the corruption, these objects are identifiable and crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385199678113.jpg"
    }
  },
  {
    "scene_token": "e5514b8f435e475cac4eba74b44773b5",
    "frame_token": "35d5917af6a04eaaa6a6a56c9ef0d0d1",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Sensor failure. B. Image compression. C. Lens obstacle. D. Saturate",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_BACK_RIGHT__1542801582927893.jpg"
    }
  },
  {
    "scene_token": "e5514b8f435e475cac4eba74b44773b5",
    "frame_token": "35d5917af6a04eaaa6a6a56c9ef0d0d1",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_BACK_RIGHT__1542801582927893.jpg"
    }
  },
  {
    "scene_token": "e5514b8f435e475cac4eba74b44773b5",
    "frame_token": "35d5917af6a04eaaa6a6a56c9ef0d0d1",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.1000,0.5297> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a black car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_BACK_RIGHT__1542801582927893.jpg"
    }
  },
  {
    "scene_token": "e5514b8f435e475cac4eba74b44773b5",
    "frame_token": "35d5917af6a04eaaa6a6a56c9ef0d0d1",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the front right of the ego vehicle, a white SUV to the back of the ego vehicle, and a silver sedan to the back right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.1000,0.5297>, <c2,CAM_BACK,0.4656,0.5797>, and <c3,CAM_BACK_RIGHT,0.7927,0.5833>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_BACK_RIGHT__1542801582927893.jpg"
    }
  },
  {
    "scene_token": "e5514b8f435e475cac4eba74b44773b5",
    "frame_token": "35d5917af6a04eaaa6a6a56c9ef0d0d1",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.1000,0.5297> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, and the corruption does not change this.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_BACK_RIGHT__1542801582927893.jpg"
    }
  },
  {
    "scene_token": "e5514b8f435e475cac4eba74b44773b5",
    "frame_token": "35d5917af6a04eaaa6a6a56c9ef0d0d1",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice that black car at right camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly, notice that white SUV at back camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice that silver sedan at right rear camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_BACK_RIGHT__1542801582927893.jpg"
    }
  },
  {
    "scene_token": "e5514b8f435e475cac4eba74b44773b5",
    "frame_token": "35d5917af6a04eaaa6a6a56c9ef0d0d1",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Slightly offset to the right, slightly offset to the left, keep going at the same speed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_BACK_RIGHT__1542801582927893.jpg"
    }
  },
  {
    "scene_token": "e5514b8f435e475cac4eba74b44773b5",
    "frame_token": "35d5917af6a04eaaa6a6a56c9ef0d0d1",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.1000,0.5297> considering the lens obstacle corruption?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_BACK_RIGHT__1542801582927893.jpg"
    }
  },
  {
    "scene_token": "e5514b8f435e475cac4eba74b44773b5",
    "frame_token": "35d5917af6a04eaaa6a6a56c9ef0d0d1",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is captured at night with significant lens obstacle corruption affecting visibility. The CAM_FRONT image is heavily blurred, obscuring the road ahead. Despite this, key objects are identified: a black car moving ahead to the front right, a white SUV directly behind, and a silver sedan to the back right. Streetlights illuminate the road, but the lens obstacle creates halos and blurred areas, challenging the perception of the scene.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_BACK_RIGHT__1542801582927893.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "3c7302921b8544ef874518a07d8179df",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. H256 ABR compression. B. Zoom blur. C. Lens obstacle. D. Fog",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487525678113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "3c7302921b8544ef874518a07d8179df",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The second camera image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487525678113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "3c7302921b8544ef874518a07d8179df",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a silver SUV to the back of the ego vehicle, a pedestrian with a backpack to the front right of the ego vehicle, and a yellow sign to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5531,0.5917>, <c2,CAM_FRONT_RIGHT,0.4011,0.6167>, and <c3,CAM_FRONT_RIGHT,0.1047,0.4354>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487525678113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "3c7302921b8544ef874518a07d8179df",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5531,0.5917> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a silver SUV moving ahead, and the lens obstacle does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487525678113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "3c7302921b8544ef874518a07d8179df",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice that yellow sign at right camera, the state of which is a traffic sign, so the ego vehicle should slow down and proceed. Secondly notice that pedestrian with a backpack at right camera, the state of which is going ahead, so the ego vehicle should continue going ahead at the same speed. Thirdly notice that silver SUV at back camera, the state of which is going ahead, so the ego vehicle should keep going ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487525678113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "3c7302921b8544ef874518a07d8179df",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5531,0.5917> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a silver SUV, not a traffic sign or road barrier, and the lens obstacle does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487525678113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "3c7302921b8544ef874518a07d8179df",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5531,0.5917> considering the lens obstacle corruption?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487525678113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "3c7302921b8544ef874518a07d8179df",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, decelerate gradually without braking, slightly offset to the left, or slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487525678113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "3c7302921b8544ef874518a07d8179df",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with several key objects. A silver SUV is moving behind the ego vehicle, visible in the rear camera. To the front right, a pedestrian with a backpack is walking, and a yellow traffic sign is also present. The lens obstacle corruption creates a blurred area in the center of some images, affecting visibility but not the identification of these objects. The scene includes buildings, trees, and parked cars, with the road extending ahead.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487525678113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "473366d5f83c4b439a120aa0d65f2fc8",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. Saturate. C. Zoom blur. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487519128113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "473366d5f83c4b439a120aa0d65f2fc8",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_LEFT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487519128113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "473366d5f83c4b439a120aa0d65f2fc8",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c1,CAM_FRONT,0.5708,0.5074>? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "A, Explanation: The object is a yellow truck moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487519128113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "473366d5f83c4b439a120aa0d65f2fc8",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a yellow truck to the front of the ego vehicle, a black sedan to the front left of the ego vehicle, a white SUV to the back of the ego vehicle, and a person wearing black clothes to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5708,0.5074>, <c2,CAM_FRONT_LEFT,0.7208,0.7646>, <c3,CAM_BACK,0.5573,0.5620>, and <c4,CAM_FRONT,0.6969,0.5481>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487519128113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "473366d5f83c4b439a120aa0d65f2fc8",
    "question_type": "robust_qas",
    "question": "Given the lens obstacle corruption, is <c1,CAM_FRONT,0.5708,0.5074> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a yellow truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487519128113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "473366d5f83c4b439a120aa0d65f2fc8",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.5708,0.5074> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed, the reason is that the object has little reference value for the ego vehicle, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487519128113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "473366d5f83c4b439a120aa0d65f2fc8",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487519128113.jpg"
    }
  },
  {
    "scene_token": "e323a27a0ba94ab5ab11010d778cd41f",
    "frame_token": "473366d5f83c4b439a120aa0d65f2fc8",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is partially obscured by lens obstacle corruption, affecting visibility. A yellow truck is moving ahead in the front camera view. To the front left, a black sedan is visible, while a white SUV is seen in the rear camera. A pedestrian wearing black clothes is also moving in the front camera view. Despite the corruption, these key objects are identified at coordinates <c1,CAM_FRONT,0.5708,0.5074>, <c2,CAM_FRONT_LEFT,0.7208,0.7646>, <c3,CAM_BACK,0.5573,0.5620>, and <c4,CAM_FRONT,0.6969,0.5481>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487519128113.jpg"
    }
  },
  {
    "scene_token": "c949ec2cca7047bdb67dce64b6c3586a",
    "frame_token": "18082987b19743cd9a41d1d55097d3eb",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Zoom blur. C. Bright. D. Saturate",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800397927893.jpg"
    }
  },
  {
    "scene_token": "c949ec2cca7047bdb67dce64b6c3586a",
    "frame_token": "18082987b19743cd9a41d1d55097d3eb",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800397927893.jpg"
    }
  },
  {
    "scene_token": "c949ec2cca7047bdb67dce64b6c3586a",
    "frame_token": "18082987b19743cd9a41d1d55097d3eb",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.7448,0.6389> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "A, Explanation: The object is a blue car moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800397927893.jpg"
    }
  },
  {
    "scene_token": "c949ec2cca7047bdb67dce64b6c3586a",
    "frame_token": "18082987b19743cd9a41d1d55097d3eb",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a blue car to the front right of the ego vehicle, a white sedan car to the front of the ego vehicle, and a white sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.7448,0.6389>, <c2,CAM_FRONT,0.2516,0.6342>, and <c3,CAM_FRONT,0.4031,0.5287>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800397927893.jpg"
    }
  },
  {
    "scene_token": "c949ec2cca7047bdb67dce64b6c3586a",
    "frame_token": "18082987b19743cd9a41d1d55097d3eb",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.7448,0.6389> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a blue car, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800397927893.jpg"
    }
  },
  {
    "scene_token": "c949ec2cca7047bdb67dce64b6c3586a",
    "frame_token": "18082987b19743cd9a41d1d55097d3eb",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking. The corruption does not affect the safety of these actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800397927893.jpg"
    }
  },
  {
    "scene_token": "c949ec2cca7047bdb67dce64b6c3586a",
    "frame_token": "18082987b19743cd9a41d1d55097d3eb",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.7448,0.6389> considering the lens obstacle corruption?",
    "answer": "No such action will lead to a collision. The corruption does not affect the trajectory of the ego vehicle.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800397927893.jpg"
    }
  },
  {
    "scene_token": "c949ec2cca7047bdb67dce64b6c3586a",
    "frame_token": "18082987b19743cd9a41d1d55097d3eb",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is at night with several vehicles on the road. The CAM_FRONT_RIGHT image shows a blue car moving ahead at coordinates (0.7448, 0.6389). The CAM_FRONT image captures a white sedan car moving ahead at coordinates (0.2516, 0.6342), and another white sedan at coordinates (0.4031, 0.5287). Despite the lens obstacle corruption, these key objects remain identifiable, although some areas of the images are blurred.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800397927893.jpg"
    }
  },
  {
    "scene_token": "d58468c6097c425e89671a7b3f480acf",
    "frame_token": "72df293bddb643909f79505a90d5c14d",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Rain. B. Fog. C. Lens obstacle. D. Motion blur",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297448928113.jpg"
    }
  },
  {
    "scene_token": "d58468c6097c425e89671a7b3f480acf",
    "frame_token": "72df293bddb643909f79505a90d5c14d",
    "question_type": "robust_qas",
    "question": "Which camera image shows the most significant lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_RIGHT shows the most significant lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297448928113.jpg"
    }
  },
  {
    "scene_token": "d58468c6097c425e89671a7b3f480acf",
    "frame_token": "72df293bddb643909f79505a90d5c14d",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.6849,0.5324> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a white truck moving ahead, and the corruption does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297448928113.jpg"
    }
  },
  {
    "scene_token": "d58468c6097c425e89671a7b3f480acf",
    "frame_token": "72df293bddb643909f79505a90d5c14d",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the back of the ego vehicle, a black sedan to the front right of the ego vehicle, a silver sedan to the back right of the ego vehicle, a white truck to the back of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.6849,0.5324>, <c2,CAM_FRONT_RIGHT,0.4274,0.6966>, <c3,CAM_BACK_RIGHT,0.5505,0.7083>, <c4,CAM_BACK,0.5422,0.5370>, and <c5,CAM_FRONT,0.4980,0.3700>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297448928113.jpg"
    }
  },
  {
    "scene_token": "d58468c6097c425e89671a7b3f480acf",
    "frame_token": "72df293bddb643909f79505a90d5c14d",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.6849,0.5324> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, and the corruption does not affect its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297448928113.jpg"
    }
  },
  {
    "scene_token": "d58468c6097c425e89671a7b3f480acf",
    "frame_token": "72df293bddb643909f79505a90d5c14d",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.6849,0.5324> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that the object has little reference value for the ego vehicle, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297448928113.jpg"
    }
  },
  {
    "scene_token": "d58468c6097c425e89671a7b3f480acf",
    "frame_token": "72df293bddb643909f79505a90d5c14d",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297448928113.jpg"
    }
  },
  {
    "scene_token": "d58468c6097c425e89671a7b3f480acf",
    "frame_token": "72df293bddb643909f79505a90d5c14d",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is urban with multiple vehicles and buildings. The lens obstacle corruption affects visibility, particularly in the CAM_FRONT_RIGHT image. Key objects include a moving white truck at the back (<c1,CAM_BACK,0.6849,0.5324>), a stationary black sedan to the front right (<c2,CAM_FRONT_RIGHT,0.4274,0.6966>), a stationary silver sedan to the back right (<c3,CAM_BACK_RIGHT,0.5505,0.7083>), another moving white truck at the back (<c4,CAM_BACK,0.5422,0.5370>), and a green light to the front (<c5,CAM_FRONT,0.4980,0.3700>). Despite the corruption, the ego vehicle must navigate carefully, maintaining awareness of these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297448928113.jpg"
    }
  },
  {
    "scene_token": "fb3aaad97849430cbc32891319c9be10",
    "frame_token": "80153dcc28ab44e587126ebe6ce760bf",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Motion blur. B. Snow. C. Image compression. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708450128113.jpg"
    }
  },
  {
    "scene_token": "fb3aaad97849430cbc32891319c9be10",
    "frame_token": "80153dcc28ab44e587126ebe6ce760bf",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The first camera image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708450128113.jpg"
    }
  },
  {
    "scene_token": "fb3aaad97849430cbc32891319c9be10",
    "frame_token": "80153dcc28ab44e587126ebe6ce760bf",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene? Those objects will be considered for future reasoning and driving decisions.",
    "answer": "There is a white commercial vehicle to the back of the ego vehicle, a black sedan to the back of the ego vehicle, a black van to the back of the ego vehicle, a white sedan to the front of the ego vehicle, and a white truck to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.1329,0.6872>, <c2,CAM_BACK,0.6964,0.5953>, <c3,CAM_BACK,0.3380,0.6047>, <c4,CAM_FRONT,0.9047,0.6806>, and <c5,CAM_FRONT,0.5094,0.5130>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708450128113.jpg"
    }
  },
  {
    "scene_token": "fb3aaad97849430cbc32891319c9be10",
    "frame_token": "80153dcc28ab44e587126ebe6ce760bf",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c5,CAM_FRONT,0.5094,0.5130> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "A, Explanation: The object is a white truck moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708450128113.jpg"
    }
  },
  {
    "scene_token": "fb3aaad97849430cbc32891319c9be10",
    "frame_token": "80153dcc28ab44e587126ebe6ce760bf",
    "question_type": "robust_qas",
    "question": "With the lens obstacle corruption, is <c1,CAM_BACK,0.1329,0.6872> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a white commercial vehicle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708450128113.jpg"
    }
  },
  {
    "scene_token": "fb3aaad97849430cbc32891319c9be10",
    "frame_token": "80153dcc28ab44e587126ebe6ce760bf",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c4,CAM_FRONT,0.9047,0.6806>?",
    "answer": "Slight right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708450128113.jpg"
    }
  },
  {
    "scene_token": "fb3aaad97849430cbc32891319c9be10",
    "frame_token": "80153dcc28ab44e587126ebe6ce760bf",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking, brake gently to a stop, accelerate, and go ahead.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708450128113.jpg"
    }
  },
  {
    "scene_token": "fb3aaad97849430cbc32891319c9be10",
    "frame_token": "80153dcc28ab44e587126ebe6ce760bf",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene shows a busy urban street with several stationary and moving vehicles. The lens obstacle corruption affects the central view, causing a blurred area in the middle of the images. Key objects include a stationary white commercial vehicle at the back, a black sedan and van also at the back, and a white sedan and moving white truck at the front. The environment features tall buildings, trees, and pedestrians, with the corruption primarily obscuring the central field of view.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708450128113.jpg"
    }
  },
  {
    "scene_token": "ccf96ecd7161425ba7c5b5dbad79b600",
    "frame_token": "44fc4e5171c54c19b1b31f6e46f65de4",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Zoom blur. B. Image compression. C. Snow. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478834428113.jpg"
    }
  },
  {
    "scene_token": "ccf96ecd7161425ba7c5b5dbad79b600",
    "frame_token": "44fc4e5171c54c19b1b31f6e46f65de4",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_LEFT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478834428113.jpg"
    }
  },
  {
    "scene_token": "ccf96ecd7161425ba7c5b5dbad79b600",
    "frame_token": "44fc4e5171c54c19b1b31f6e46f65de4",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_LEFT,0.1432,0.4833> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a white truck moving to the left, and the corruption does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478834428113.jpg"
    }
  },
  {
    "scene_token": "ccf96ecd7161425ba7c5b5dbad79b600",
    "frame_token": "44fc4e5171c54c19b1b31f6e46f65de4",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the front left of the ego vehicle, a black car to the front right of the ego vehicle, a black commercial vehicle to the back of the ego vehicle, and a white zebra crossing to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.1432,0.4833>, <c2,CAM_FRONT_RIGHT,0.2636,0.6574>, <c3,CAM_BACK,0.9017,0.6361>, and <c4,CAM_FRONT,0.3416,0.7904>. The corruption does not obscure these key objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478834428113.jpg"
    }
  },
  {
    "scene_token": "ccf96ecd7161425ba7c5b5dbad79b600",
    "frame_token": "44fc4e5171c54c19b1b31f6e46f65de4",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.1432,0.4833> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478834428113.jpg"
    }
  },
  {
    "scene_token": "ccf96ecd7161425ba7c5b5dbad79b600",
    "frame_token": "44fc4e5171c54c19b1b31f6e46f65de4",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.1432,0.4833> considering the lens obstacle corruption?",
    "answer": "No such action will lead to a collision. The lens obstacle corruption does not affect the safety of the planned actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478834428113.jpg"
    }
  },
  {
    "scene_token": "ccf96ecd7161425ba7c5b5dbad79b600",
    "frame_token": "44fc4e5171c54c19b1b31f6e46f65de4",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.1432,0.4833> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to turn left. The reason is that there is no safety issue, and the probability is high. The corruption does not obscure the path.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478834428113.jpg"
    }
  },
  {
    "scene_token": "ccf96ecd7161425ba7c5b5dbad79b600",
    "frame_token": "44fc4e5171c54c19b1b31f6e46f65de4",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street scene with some visual obstruction due to lens obstacle corruption. Key objects include a white truck moving to the left in the CAM_FRONT_LEFT view, a stationary black car to the front right in the CAM_FRONT_RIGHT view, a moving black commercial vehicle behind the ego vehicle in the CAM_BACK view, and a white zebra crossing in front of the ego vehicle in the CAM_FRONT view. Despite the corruption, these objects are identifiable and their positions are clear.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478834428113.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "9b8cb11e23524dcea151d5e31ceb7241",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. Fog. C. Lens obstacle. D. Bright",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915698427813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "9b8cb11e23524dcea151d5e31ceb7241",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_LEFT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915698427813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "9b8cb11e23524dcea151d5e31ceb7241",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.7137,0.5362> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "B, Explanation: The object is a black car moving and turning left, as observed in the corrupted image.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915698427813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "9b8cb11e23524dcea151d5e31ceb7241",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the back of the ego vehicle, a silver sedan to the back left of the ego vehicle, and a silver sedan to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.7137,0.5362>, <c2,CAM_BACK_LEFT,0.2646,0.6481>, and <c3,CAM_FRONT_LEFT,0.1278,0.5478>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915698427813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "9b8cb11e23524dcea151d5e31ceb7241",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice silver sedan at left camera. It is stationary, so the ego vehicle should slow down and proceed. Secondly, notice silver sedan at left rear camera. It is stationary, so the ego vehicle should continue at the same speed. Thirdly, notice black car at back camera. It is turning left, so the ego vehicle should slow down and proceed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915698427813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "9b8cb11e23524dcea151d5e31ceb7241",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.7137,0.5362> considering the lens obstacle corruption?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915698427813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "9b8cb11e23524dcea151d5e31ceb7241",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915698427813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "9b8cb11e23524dcea151d5e31ceb7241",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is urban with buildings lining the street. Due to the lens obstacle corruption, parts of the images are blurred, particularly affecting the view of the road and nearby vehicles. Key objects include a black car moving behind the ego vehicle, a stationary silver sedan to the back left, and another stationary silver sedan to the front left. The black car is located at coordinates <c1,CAM_BACK,0.7137,0.5362>, the first silver sedan at <c2,CAM_BACK_LEFT,0.2646,0.6481>, and the second silver sedan at <c3,CAM_FRONT_LEFT,0.1278,0.5478>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915698427813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "3bd38b7c268f40629b6d4aef1a6c7b8d",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Zoom blur. B. Sensor failure. C. Lens obstacle. D. Snow",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915702377813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "3bd38b7c268f40629b6d4aef1a6c7b8d",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915702377813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "3bd38b7c268f40629b6d4aef1a6c7b8d",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.5495,0.4880> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "B, Explanation: The object is a black commercial vehicle turning right, and the corruption does not affect this status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915702377813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "3bd38b7c268f40629b6d4aef1a6c7b8d",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white sedan car to the front of the ego vehicle, a black commercial vehicle to the back of the ego vehicle, and a black sedan to the back left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5437,0.5056>, <c2,CAM_BACK,0.5495,0.4880>, and <c3,CAM_BACK_LEFT,0.7208,0.6537>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915702377813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "3bd38b7c268f40629b6d4aef1a6c7b8d",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.5437,0.5056> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white sedan car, and the corruption does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915702377813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "3bd38b7c268f40629b6d4aef1a6c7b8d",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice white sedan car at front camera. It is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice black sedan at left rear camera. It is stationary, so the ego vehicle should continue ahead at the same speed. Thirdly, notice black commercial vehicle at back camera. It is turning right, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915702377813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "3bd38b7c268f40629b6d4aef1a6c7b8d",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, accelerate, and proceed ahead.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915702377813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "3bd38b7c268f40629b6d4aef1a6c7b8d",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.5437,0.5056> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915702377813.jpg"
    }
  },
  {
    "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763",
    "frame_token": "3bd38b7c268f40629b6d4aef1a6c7b8d",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with buildings on both sides. The lens obstacle corruption creates a blurred area in the center of the images, obscuring some details. Key objects include a stationary white sedan car in front of the ego vehicle, a black commercial vehicle moving to the back, and a stationary black sedan to the back left. The coordinates of these objects are <c1,CAM_FRONT,0.5437,0.5056>, <c2,CAM_BACK,0.5495,0.4880>, and <c3,CAM_BACK_LEFT,0.7208,0.6537>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915702377813.jpg"
    }
  },
  {
    "scene_token": "97349fd50e694a5f994b0954047b96d0",
    "frame_token": "c42bcde31f894f28bdaa7994f8a03a34",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Saturate. C. Bit error. D. H256 ABR compression",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385270628113.jpg"
    }
  },
  {
    "scene_token": "97349fd50e694a5f994b0954047b96d0",
    "frame_token": "c42bcde31f894f28bdaa7994f8a03a34",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_BACK image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385270628113.jpg"
    }
  },
  {
    "scene_token": "97349fd50e694a5f994b0954047b96d0",
    "frame_token": "c42bcde31f894f28bdaa7994f8a03a34",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.7864,0.5759> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a black SUV moving and turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385270628113.jpg"
    }
  },
  {
    "scene_token": "97349fd50e694a5f994b0954047b96d0",
    "frame_token": "c42bcde31f894f28bdaa7994f8a03a34",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black SUV to the back of the ego vehicle, a black unknown to the front left of the ego vehicle, a gray SUV to the back left of the ego vehicle, and an orange roadblock to the back of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.7864,0.5759>, <c2,CAM_FRONT_LEFT,0.5500,0.5287>, <c3,CAM_BACK_LEFT,0.6630,0.7074>, and <c4,CAM_BACK,0.2224,0.7056>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385270628113.jpg"
    }
  },
  {
    "scene_token": "97349fd50e694a5f994b0954047b96d0",
    "frame_token": "c42bcde31f894f28bdaa7994f8a03a34",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.7864,0.5759> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385270628113.jpg"
    }
  },
  {
    "scene_token": "97349fd50e694a5f994b0954047b96d0",
    "frame_token": "c42bcde31f894f28bdaa7994f8a03a34",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.7864,0.5759> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to turn left because there is no safety issue. The probability of this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385270628113.jpg"
    }
  },
  {
    "scene_token": "97349fd50e694a5f994b0954047b96d0",
    "frame_token": "c42bcde31f894f28bdaa7994f8a03a34",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.7864,0.5759> considering the lens obstacle corruption?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385270628113.jpg"
    }
  },
  {
    "scene_token": "97349fd50e694a5f994b0954047b96d0",
    "frame_token": "c42bcde31f894f28bdaa7994f8a03a34",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with construction elements visible. The lens obstacle corruption affects the central part of the images, blurring key areas. A black SUV is moving behind the ego vehicle, positioned at coordinates <c1,CAM_BACK,0.7864,0.5759>. A gray SUV is stationary to the back left, at <c3,CAM_BACK_LEFT,0.6630,0.7074>. An orange roadblock is also visible to the back, at <c4,CAM_BACK,0.2224,0.7056>. Despite the corruption, these objects are identifiable and crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385270628113.jpg"
    }
  },
  {
    "scene_token": "de943e246dad4ad686de98008a634ecf",
    "frame_token": "eea47cb542c6477a868e0de45c9b02c4",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Bit error. C. Sensor failure. D. Dark",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531885864027904.jpg"
    }
  },
  {
    "scene_token": "de943e246dad4ad686de98008a634ecf",
    "frame_token": "eea47cb542c6477a868e0de45c9b02c4",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The fourth camera image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531885864027904.jpg"
    }
  },
  {
    "scene_token": "de943e246dad4ad686de98008a634ecf",
    "frame_token": "eea47cb542c6477a868e0de45c9b02c4",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5953,0.6297> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a gray sedan moving to the left, and the corruption does not change its direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531885864027904.jpg"
    }
  },
  {
    "scene_token": "de943e246dad4ad686de98008a634ecf",
    "frame_token": "eea47cb542c6477a868e0de45c9b02c4",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a gray sedan to the back of the ego vehicle, a person wearing a blue shirt and black pants to the back of the ego vehicle, a white coach to the front of the ego vehicle, and a white straight road sign to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5953,0.6297>, <c2,CAM_BACK,0.1943,0.5991>, <c3,CAM_FRONT,0.3120,0.5194>, and <c4,CAM_FRONT,0.5270,0.6279>. The corruption does not obscure these key objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531885864027904.jpg"
    }
  },
  {
    "scene_token": "de943e246dad4ad686de98008a634ecf",
    "frame_token": "eea47cb542c6477a868e0de45c9b02c4",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5953,0.6297> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a gray sedan, and the corruption does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531885864027904.jpg"
    }
  },
  {
    "scene_token": "de943e246dad4ad686de98008a634ecf",
    "frame_token": "eea47cb542c6477a868e0de45c9b02c4",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5953,0.6297> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531885864027904.jpg"
    }
  },
  {
    "scene_token": "de943e246dad4ad686de98008a634ecf",
    "frame_token": "eea47cb542c6477a868e0de45c9b02c4",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531885864027904.jpg"
    }
  },
  {
    "scene_token": "de943e246dad4ad686de98008a634ecf",
    "frame_token": "eea47cb542c6477a868e0de45c9b02c4",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with a significant lens obstacle corruption affecting the central view of some camera images. Despite this, key objects are identifiable: a gray sedan is moving to the back of the ego vehicle at coordinates <c1,CAM_BACK,0.5953,0.6297>, a pedestrian wearing a blue shirt and black pants is also at the back at <c2,CAM_BACK,0.1943,0.5991>, a white coach is moving ahead at <c3,CAM_FRONT,0.3120,0.5194>, and a white straight road sign is visible at <c4,CAM_FRONT,0.5270,0.6279>. The lens obstacle corruption blurs the central area but does not obscure these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531885864027904.jpg"
    }
  },
  {
    "scene_token": "9047b53fd41540649dce014a128cbe1b",
    "frame_token": "3e2583bef9e849a192c3c4ea21768237",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Motion blur. B. H256 ABR compression. C. Bright. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886254027893.jpg"
    }
  },
  {
    "scene_token": "9047b53fd41540649dce014a128cbe1b",
    "frame_token": "3e2583bef9e849a192c3c4ea21768237",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The third image is affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886254027893.jpg"
    }
  },
  {
    "scene_token": "9047b53fd41540649dce014a128cbe1b",
    "frame_token": "3e2583bef9e849a192c3c4ea21768237",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption?",
    "answer": "There is an orange to the back of the ego vehicle, a green to the front of the ego vehicle, and a purple to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.6958,0.6241>, <c2,CAM_FRONT,0.5776,0.5789>, and <c3,CAM_FRONT,0.6986,0.6102>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886254027893.jpg"
    }
  },
  {
    "scene_token": "9047b53fd41540649dce014a128cbe1b",
    "frame_token": "3e2583bef9e849a192c3c4ea21768237",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.6958,0.6241> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is moving and located at the back of the ego vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886254027893.jpg"
    }
  },
  {
    "scene_token": "9047b53fd41540649dce014a128cbe1b",
    "frame_token": "3e2583bef9e849a192c3c4ea21768237",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "The ego vehicle should first notice purple at front camera, which is in a stationary state, so the ego vehicle should take a slight left deviation. The ego vehicle should then notice green at front camera, which is also in a stationary state, so the ego vehicle should take a slight left deviation. Finally, the ego vehicle should notice orange at back camera, which is moving forward, so the ego vehicle should continue straight at a constant speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886254027893.jpg"
    }
  },
  {
    "scene_token": "9047b53fd41540649dce014a128cbe1b",
    "frame_token": "3e2583bef9e849a192c3c4ea21768237",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.6958,0.6241> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is not a traffic sign or a road barrier; it is moving.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886254027893.jpg"
    }
  },
  {
    "scene_token": "9047b53fd41540649dce014a128cbe1b",
    "frame_token": "3e2583bef9e849a192c3c4ea21768237",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.6958,0.6241> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that the object has little reference value for the ego vehicle, which is high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886254027893.jpg"
    }
  },
  {
    "scene_token": "9047b53fd41540649dce014a128cbe1b",
    "frame_token": "3e2583bef9e849a192c3c4ea21768237",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, slightly offset to the left, slightly offset to the right, change to the left lane, change to the right lane, turn left, or turn right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886254027893.jpg"
    }
  },
  {
    "scene_token": "9047b53fd41540649dce014a128cbe1b",
    "frame_token": "3e2583bef9e849a192c3c4ea21768237",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a suburban road with trees and buildings in the background. The road curves slightly to the left, and there are multiple lanes. The lens obstacle corruption affects the view, particularly in the third image, where a large blurred area obscures part of the scene. Key objects include an orange object moving at the back of the vehicle, a green stationary object in front, and a purple stationary object also in front. The coordinates for these objects are <c1,CAM_BACK,0.6958,0.6241>, <c2,CAM_FRONT,0.5776,0.5789>, and <c3,CAM_FRONT,0.6986,0.6102>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886254027893.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "1ccab2dc8b75455c9ceb150eaff22836",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. H256 ABR compression. B. Snow. C. Color quant. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297815378113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "1ccab2dc8b75455c9ceb150eaff22836",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The second camera image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297815378113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "1ccab2dc8b75455c9ceb150eaff22836",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a gray sedan to the back of the ego vehicle, a black SUV to the front of the ego vehicle, a man carrying a black backpack to the back left of the ego vehicle, a silver-gray sedan to the front of the ego vehicle, a black sedan to the front of the ego vehicle, and a red truck to the back of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.9339,0.7139>, <c2,CAM_FRONT,0.3328,0.5797>, <c3,CAM_BACK_LEFT,0.8089,0.6463>, <c4,CAM_FRONT,0.0861,0.6380>, <c5,CAM_FRONT,0.5036,0.5936>, and <c6,CAM_BACK,0.5724,0.5898>. Despite the corruption, these objects remain identifiable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297815378113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "1ccab2dc8b75455c9ceb150eaff22836",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.9339,0.7139> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a gray sedan moving in the direction that suggests a left turn.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297815378113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "1ccab2dc8b75455c9ceb150eaff22836",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.9339,0.7139> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297815378113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "1ccab2dc8b75455c9ceb150eaff22836",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.9339,0.7139> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297815378113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "1ccab2dc8b75455c9ceb150eaff22836",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking, and slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297815378113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "1ccab2dc8b75455c9ceb150eaff22836",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is set in an urban environment with multiple vehicles and buildings visible. Despite the lens obstacle corruption, key objects can still be identified: a gray sedan is moving behind the ego vehicle, a black SUV is ahead, and a man with a black backpack is to the back left. A silver-gray sedan and a black sedan are stationary in front, while a red truck is moving behind. The corruption affects visibility but does not completely obscure these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297815378113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "042f4c4b19864dfcae5a117e4c040072",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Zoom blur. B. Lens obstacle. C. Rain. D. H256 ABR compression",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297814878113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "042f4c4b19864dfcae5a117e4c040072",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The third image (CAM_BACK_LEFT) is most affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297814878113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "042f4c4b19864dfcae5a117e4c040072",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.9337,0.6880> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a gray sedan moving to the left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297814878113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "042f4c4b19864dfcae5a117e4c040072",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a gray sedan to the back of the ego vehicle, a black SUV to the front of the ego vehicle, a pedestrian wearing black clothes to the back left of the ego vehicle, a white SUV to the front left of the ego vehicle, a black sedan to the front of the ego vehicle, and a red truck to the back of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.9337,0.6880>, <c2,CAM_FRONT,0.2799,0.6153>, <c3,CAM_BACK_LEFT,0.7995,0.6472>, <c4,CAM_FRONT_LEFT,0.8386,0.5908>, <c5,CAM_FRONT,0.3703,0.5880>, and <c6,CAM_BACK,0.6428,0.5579>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297814878113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "042f4c4b19864dfcae5a117e4c040072",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.9337,0.6880> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297814878113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "042f4c4b19864dfcae5a117e4c040072",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Decelerate gradually without braking and turn left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297814878113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "042f4c4b19864dfcae5a117e4c040072",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.9337,0.6880> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297814878113.jpg"
    }
  },
  {
    "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098",
    "frame_token": "042f4c4b19864dfcae5a117e4c040072",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is urban with wet roads, indicating recent rain. The lens obstacle corruption affects visibility, particularly in the CAM_BACK_LEFT image. Key objects include a gray sedan moving behind the ego vehicle, a black SUV and a black sedan in front, a pedestrian in black clothes to the back left, a stationary white SUV to the front left, and a red truck moving behind. The obstruction makes it challenging to perceive distant objects clearly.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297814878113.jpg"
    }
  },
  {
    "scene_token": "21464a6831c1443db294d1b56a7a33a5",
    "frame_token": "aab0ef8d5aa34f5290607cca8498054c",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Snow. B. Lens obstacle. C. Motion blur. D. Bright",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932314927893.jpg"
    }
  },
  {
    "scene_token": "21464a6831c1443db294d1b56a7a33a5",
    "frame_token": "aab0ef8d5aa34f5290607cca8498054c",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_LEFT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932314927893.jpg"
    }
  },
  {
    "scene_token": "21464a6831c1443db294d1b56a7a33a5",
    "frame_token": "aab0ef8d5aa34f5290607cca8498054c",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a yellow bicycle to the back left of the ego vehicle, a gray sedan to the back of the ego vehicle, and an orange and black construction sign to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_LEFT,0.3974,0.5297>, <c2,CAM_BACK,0.7536,0.5972>, and <c3,CAM_FRONT_LEFT,0.8336,0.5080>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932314927893.jpg"
    }
  },
  {
    "scene_token": "21464a6831c1443db294d1b56a7a33a5",
    "frame_token": "aab0ef8d5aa34f5290607cca8498054c",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.7536,0.5972> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a gray sedan moving to the back of the ego vehicle, and the lens obstacle does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932314927893.jpg"
    }
  },
  {
    "scene_token": "21464a6831c1443db294d1b56a7a33a5",
    "frame_token": "aab0ef8d5aa34f5290607cca8498054c",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK_LEFT,0.3974,0.5297> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a yellow bicycle, and the lens obstacle does not affect its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932314927893.jpg"
    }
  },
  {
    "scene_token": "21464a6831c1443db294d1b56a7a33a5",
    "frame_token": "aab0ef8d5aa34f5290607cca8498054c",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "First, notice orange and black construction sign at left camera, which is in a state of construction ahead, so the ego vehicle should maintain speed and continue forward. Second, notice gray sedan at back camera, which is in a state of left turn, so the ego vehicle should maintain speed and continue forward. Finally, notice yellow bicycle at left rear camera, which is stationary, so the ego vehicle should maintain speed and continue forward.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932314927893.jpg"
    }
  },
  {
    "scene_token": "21464a6831c1443db294d1b56a7a33a5",
    "frame_token": "aab0ef8d5aa34f5290607cca8498054c",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932314927893.jpg"
    }
  },
  {
    "scene_token": "21464a6831c1443db294d1b56a7a33a5",
    "frame_token": "aab0ef8d5aa34f5290607cca8498054c",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK_LEFT,0.3974,0.5297> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed, the reason being that there is no safety issue, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932314927893.jpg"
    }
  },
  {
    "scene_token": "21464a6831c1443db294d1b56a7a33a5",
    "frame_token": "aab0ef8d5aa34f5290607cca8498054c",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is partially obscured by a lens obstacle, creating a blurred area in the center of the images. Despite this, key objects are identifiable: a yellow bicycle is stationary to the back left of the ego vehicle, a gray sedan is moving behind the ego vehicle, and an orange and black construction sign is visible to the front left. The road is clear, with trees lining the sides and a building visible in the background. The lens obstacle primarily affects the central view, but peripheral objects remain discernible.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932314927893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "6e349f86e1cc4ab3a8e6dd31d24ba2ac",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Fog. B. Bit error. C. Snow. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193523777893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "6e349f86e1cc4ab3a8e6dd31d24ba2ac",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193523777893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "6e349f86e1cc4ab3a8e6dd31d24ba2ac",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c1,CAM_BACK,0.5698,0.5019>? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a bus moving to the left, and the corruption does not affect this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193523777893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "6e349f86e1cc4ab3a8e6dd31d24ba2ac",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a bus to the back of the ego vehicle, a red car to the front of the ego vehicle, a white car to the back of the ego vehicle, and a white sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5698,0.5019>, <c2,CAM_FRONT,0.6141,0.6314>, <c3,CAM_BACK,0.5380,0.5342>, and <c4,CAM_FRONT,0.0792,0.5722>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193523777893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "6e349f86e1cc4ab3a8e6dd31d24ba2ac",
    "question_type": "robust_qas",
    "question": "Given the lens obstacle corruption, is <c1,CAM_BACK,0.5698,0.5019> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a moving bus, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193523777893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "6e349f86e1cc4ab3a8e6dd31d24ba2ac",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193523777893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "6e349f86e1cc4ab3a8e6dd31d24ba2ac",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5698,0.5019>?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193523777893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "6e349f86e1cc4ab3a8e6dd31d24ba2ac",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, with several vehicles moving around the ego vehicle. A bus is positioned at the back, slightly to the left, while a red car is directly in front. Another white car is also at the back, and a white sedan is ahead to the left. The lens obstacle corruption affects the visibility of the front view, making it challenging to see the red car clearly.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193523777893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "c144652979ed4ccda866356dfff9ccfa",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Fog. C. Rain. D. Bright",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193528627893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "c144652979ed4ccda866356dfff9ccfa",
    "question_type": "robust_qas",
    "question": "Which camera image shows the most significant lens obstacle corruption?",
    "answer": "The fourth image shows the most significant lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193528627893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "c144652979ed4ccda866356dfff9ccfa",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_BACK,0.4542,0.6213> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "C, Explanation: The object is a white sedan turning right, and the corruption does not affect this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193528627893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "c144652979ed4ccda866356dfff9ccfa",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black SUV to the back of the ego vehicle, a black car to the back of the ego vehicle, and a white sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.8938,0.5009>, <c2,CAM_BACK,0.8141,0.5667>, and <c3,CAM_BACK,0.4542,0.6213>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193528627893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "c144652979ed4ccda866356dfff9ccfa",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.8938,0.5009> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black SUV, and the corruption does not affect this classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193528627893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "c144652979ed4ccda866356dfff9ccfa",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that white sedan at back camera. The object is turning right, so the ego vehicle should continue ahead at the same speed. Secondly, notice that black car at back camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Thirdly, notice that black SUV at back camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. The corruption does not obscure these observations.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193528627893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "c144652979ed4ccda866356dfff9ccfa",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.8938,0.5009> considering the lens obstacle corruption?",
    "answer": "No such action will lead to a collision. The corruption does not affect this assessment.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193528627893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "c144652979ed4ccda866356dfff9ccfa",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.8938,0.5009> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that the object has little reference value for the ego vehicle, and the probability is high. The corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193528627893.jpg"
    }
  },
  {
    "scene_token": "3032b651c72e4b5c86d4dea1b4930689",
    "frame_token": "c144652979ed4ccda866356dfff9ccfa",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a dimly lit street with several vehicles visible. The lens obstacle corruption creates a blurred area in the center of the images, but key objects remain identifiable. A black SUV is stationary at the back with coordinates <c1,CAM_BACK,0.8938,0.5009>. A black car is also stationary at the back with coordinates <c2,CAM_BACK,0.8141,0.5667>. A white sedan is moving and turning right at the back with coordinates <c3,CAM_BACK,0.4542,0.6213>. Despite the corruption, the ego vehicle can still perceive and plan around these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193528627893.jpg"
    }
  },
  {
    "scene_token": "de7d80a1f5fb4c3e82ce8a4f213b450a",
    "frame_token": "07175443e8444b8c8c4802fd004e33c1",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Snow. B. Zoom blur. C. Lens obstacle. D. Water splash",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800855927893.jpg"
    }
  },
  {
    "scene_token": "de7d80a1f5fb4c3e82ce8a4f213b450a",
    "frame_token": "07175443e8444b8c8c4802fd004e33c1",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800855927893.jpg"
    }
  },
  {
    "scene_token": "de7d80a1f5fb4c3e82ce8a4f213b450a",
    "frame_token": "07175443e8444b8c8c4802fd004e33c1",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white small truck to the front right of the ego vehicle, a white commercial vehicle to the back of the ego vehicle, a white sedan to the front of the ego vehicle, and a black car to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.2500,0.6259>, <c2,CAM_BACK,0.8832,0.6250>, <c3,CAM_FRONT,0.4500,0.5963>, and <c4,CAM_BACK,0.3880,0.5630>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800855927893.jpg"
    }
  },
  {
    "scene_token": "de7d80a1f5fb4c3e82ce8a4f213b450a",
    "frame_token": "07175443e8444b8c8c4802fd004e33c1",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.8832,0.6250> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "B, Explanation: The object is a white commercial vehicle moving to the left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800855927893.jpg"
    }
  },
  {
    "scene_token": "de7d80a1f5fb4c3e82ce8a4f213b450a",
    "frame_token": "07175443e8444b8c8c4802fd004e33c1",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.2500,0.6259> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white small truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800855927893.jpg"
    }
  },
  {
    "scene_token": "de7d80a1f5fb4c3e82ce8a4f213b450a",
    "frame_token": "07175443e8444b8c8c4802fd004e33c1",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800855927893.jpg"
    }
  },
  {
    "scene_token": "de7d80a1f5fb4c3e82ce8a4f213b450a",
    "frame_token": "07175443e8444b8c8c4802fd004e33c1",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.2500,0.6259> considering the lens obstacle corruption?",
    "answer": "Sharp right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800855927893.jpg"
    }
  },
  {
    "scene_token": "de7d80a1f5fb4c3e82ce8a4f213b450a",
    "frame_token": "07175443e8444b8c8c4802fd004e33c1",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is at night with several vehicles around the ego vehicle. A white sedan is moving ahead in the CAM_FRONT view, partially obscured by lens obstacle corruption. To the front right, a stationary white small truck is visible in the CAM_FRONT_RIGHT view. Behind the ego vehicle, a white commercial vehicle is moving to the left in the CAM_BACK view, and a stationary black car is also visible. The lens obstacle corruption affects the central part of the images, making it challenging to perceive the full scene clearly.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800855927893.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "e8cd45be3b6b46a89089065896488540",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Saturate. B. Rain. C. Motion blur. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708330528113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "e8cd45be3b6b46a89089065896488540",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The fourth image (CAM_FRONT) is affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708330528113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "e8cd45be3b6b46a89089065896488540",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_FRONT,0.4781,0.5722> under lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a black sedan moving ahead, but the corruption may obscure its path.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708330528113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "e8cd45be3b6b46a89089065896488540",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the back of the ego vehicle, a white truck to the front of the ego vehicle, a black sedan to the front of the ego vehicle, a black sedan to the front of the ego vehicle, a yellow truck to the front of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4641,0.7222>, <c2,CAM_FRONT,0.3792,0.5064>, <c3,CAM_FRONT,0.4781,0.5722>, <c4,CAM_FRONT,0.5761,0.5389>, <c5,CAM_FRONT,0.2989,0.5167>, and <c6,CAM_FRONT,0.7819,0.4186>. The lens obstacle corruption may obscure some of these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708330528113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "e8cd45be3b6b46a89089065896488540",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.4641,0.7222> a traffic sign or a road barrier under lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black car, and the corruption does not change its category.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708330528113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "e8cd45be3b6b46a89089065896488540",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop, or keep going at the same speed, considering the potential obscured view.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708330528113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "e8cd45be3b6b46a89089065896488540",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.4641,0.7222> under lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to remain stationary. The reason is to follow traffic rules, which has a high probability, despite the corruption.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708330528113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "e8cd45be3b6b46a89089065896488540",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with several vehicles and construction elements. The lens obstacle corruption affects the central view, obscuring some vehicles and road elements. Key objects include a stationary black car at the back, a white truck and a moving black sedan at the front, and a red light. The corruption may impact the perception of these objects, especially those in the central field of view.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708330528113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "b005b93130294a2ca679f3270f114c17",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Snow. B. Dark. C. Lens obstacle. D. H256 ABR compression",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708325428113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "b005b93130294a2ca679f3270f114c17",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The front and rear camera images are affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708325428113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "b005b93130294a2ca679f3270f114c17",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black SUV to the back of the ego vehicle, a white SUV to the front of the ego vehicle, a white truck to the front of the ego vehicle, a black SUV to the front left of the ego vehicle, a yellow truck to the front of the ego vehicle, and a black traffic light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4641,0.7213>, <c2,CAM_FRONT,0.4437,0.5750>, <c3,CAM_FRONT,0.5437,0.5064>, <c4,CAM_FRONT_LEFT,0.6339,0.5972>, <c5,CAM_FRONT,0.2989,0.5176>, and <c6,CAM_FRONT,0.7911,0.4348>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708325428113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "b005b93130294a2ca679f3270f114c17",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT,0.4437,0.5750> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "C, Explanation: The object is a white SUV moving to the left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708325428113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "b005b93130294a2ca679f3270f114c17",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.4641,0.7213> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708325428113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "b005b93130294a2ca679f3270f114c17",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708325428113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "b005b93130294a2ca679f3270f114c17",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.4641,0.7213> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep stationary, the reason is there is no safety issue, high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708325428113.jpg"
    }
  },
  {
    "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082",
    "frame_token": "b005b93130294a2ca679f3270f114c17",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with multiple vehicles and construction elements. The front camera shows a white SUV and a white truck moving ahead, partially obscured by lens obstacle corruption. A yellow truck is stationary in the front view. The back camera captures a stationary black SUV. The front left camera shows a moving black SUV. Traffic elements, such as a black traffic light, are visible but partially blurred. Construction cones and barriers are present, indicating roadwork.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708325428113.jpg"
    }
  },
  {
    "scene_token": "47cfdbcf14fe47d2a3b9e7e5b46d8a36",
    "frame_token": "911ef21347b2423da972d71284372bc3",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. H256 ABR compression. C. Snow. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985211777893.jpg"
    }
  },
  {
    "scene_token": "47cfdbcf14fe47d2a3b9e7e5b46d8a36",
    "frame_token": "911ef21347b2423da972d71284372bc3",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The CAM_FRONT and CAM_FRONT_RIGHT images are affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985211777893.jpg"
    }
  },
  {
    "scene_token": "47cfdbcf14fe47d2a3b9e7e5b46d8a36",
    "frame_token": "911ef21347b2423da972d71284372bc3",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption?",
    "answer": "There is a black sedan to the back of the ego vehicle, a blue pants pedestrian to the front right of the ego vehicle, a black sedan to the front right of the ego vehicle, a white shirt pedestrian to the back right of the ego vehicle, an orange car to the front of the ego vehicle, and a pedestrian wearing a black top to the back right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.6594,0.5667>, <c2,CAM_FRONT_RIGHT,0.5739,0.6408>, <c3,CAM_FRONT_RIGHT,0.5489,0.5972>, <c4,CAM_BACK_RIGHT,0.4724,0.6259>, <c5,CAM_FRONT,0.3229,0.5082>, and <c6,CAM_BACK_RIGHT,0.8761,0.7009>. Despite the corruption, these objects are still identifiable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985211777893.jpg"
    }
  },
  {
    "scene_token": "47cfdbcf14fe47d2a3b9e7e5b46d8a36",
    "frame_token": "911ef21347b2423da972d71284372bc3",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.6594,0.5667> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a black sedan moving to the left, and the corruption does not affect this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985211777893.jpg"
    }
  },
  {
    "scene_token": "47cfdbcf14fe47d2a3b9e7e5b46d8a36",
    "frame_token": "911ef21347b2423da972d71284372bc3",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.6594,0.5667> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, and the corruption does not affect this classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985211777893.jpg"
    }
  },
  {
    "scene_token": "47cfdbcf14fe47d2a3b9e7e5b46d8a36",
    "frame_token": "911ef21347b2423da972d71284372bc3",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.6594,0.5667> considering the lens obstacle corruption?",
    "answer": "Back up. The corruption does not obscure the presence of the black sedan, so backing up could still lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985211777893.jpg"
    }
  },
  {
    "scene_token": "47cfdbcf14fe47d2a3b9e7e5b46d8a36",
    "frame_token": "911ef21347b2423da972d71284372bc3",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.6594,0.5667> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high. The corruption does not affect the decision-making process for this object.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985211777893.jpg"
    }
  },
  {
    "scene_token": "47cfdbcf14fe47d2a3b9e7e5b46d8a36",
    "frame_token": "911ef21347b2423da972d71284372bc3",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is set in an urban environment with several vehicles and pedestrians. Despite the lens obstacle corruption affecting the CAM_FRONT and CAM_FRONT_RIGHT images, key objects are still identifiable. A black sedan is moving behind the ego vehicle, while an orange car is ahead. Pedestrians, including one in blue pants and another in a white shirt, are visible to the front right and back right, respectively. The environment is busy, with trees lining the road and a parking area visible in the background.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985211777893.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "d0bb635ebb2d4c869ede64a1a7d2f448",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Motion blur. B. H256 ABR compression. C. Snow. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583058278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "d0bb635ebb2d4c869ede64a1a7d2f448",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The CAM_FRONT and CAM_FRONT_RIGHT images are affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583058278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "d0bb635ebb2d4c869ede64a1a7d2f448",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT,0.4114,0.6481> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a red pickup truck, and despite the corruption, it is turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583058278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "d0bb635ebb2d4c869ede64a1a7d2f448",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white SUV to the back of the ego vehicle, a red pickup truck to the front of the ego vehicle, a gray SUV to the front right of the ego vehicle, a pedestrian riding a bicycle to the front right of the ego vehicle, a blue sedan to the back of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.1651,0.7203>, <c2,CAM_FRONT,0.4114,0.6481>, <c3,CAM_FRONT_RIGHT,0.6085,0.7009>, <c4,CAM_FRONT_RIGHT,0.2776,0.6213>, <c5,CAM_BACK,0.6229,0.7639>, and <c6,CAM_FRONT,0.5251,0.2813>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583058278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "d0bb635ebb2d4c869ede64a1a7d2f448",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.1651,0.7203> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583058278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "d0bb635ebb2d4c869ede64a1a7d2f448",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.1651,0.7203> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to remain stationary. The reason for this action is to follow the traffic rules, and the probability of taking this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583058278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "d0bb635ebb2d4c869ede64a1a7d2f448",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Slightly offset to the left, slightly offset to the right, brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583058278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "d0bb635ebb2d4c869ede64a1a7d2f448",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with several vehicles and a pedestrian. The CAM_FRONT image shows a red pickup truck moving ahead, partially obscured by lens obstacle corruption. The CAM_FRONT_RIGHT image reveals a gray SUV and a cyclist, with the cyclist partially blurred. A white SUV is stationary behind the ego vehicle, and a blue sedan is also stationary further back. A red light is visible in the CAM_FRONT image, indicating a stop signal for the ego vehicle.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583058278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "c9f8edc0efa0409fa5e6568265fe1e24",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Saturate. B. Snow. C. Lens obstacle. D. Bright",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583056278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "c9f8edc0efa0409fa5e6568265fe1e24",
    "question_type": "robust_qas",
    "question": "Which camera image shows the most significant lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_RIGHT shows the most significant lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583056278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "c9f8edc0efa0409fa5e6568265fe1e24",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for future reasoning and driving decisions.",
    "answer": "There is a red pickup truck to the front of the ego vehicle, a light gray SUV to the front right of the ego vehicle, a blue sedan to the back of the ego vehicle, a white pickup truck to the front of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.8271,0.5833>, <c2,CAM_FRONT_RIGHT,0.6097,0.6898>, <c3,CAM_BACK,0.6229,0.7639>, <c4,CAM_FRONT,0.4308,0.6167>, and <c5,CAM_FRONT,0.5334,0.2813>. Despite the corruption, these objects remain identifiable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583056278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "c9f8edc0efa0409fa5e6568265fe1e24",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.8271,0.5833> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a red pickup truck, and despite the lens obstacle corruption, it is still moving to the left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583056278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "c9f8edc0efa0409fa5e6568265fe1e24",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.8271,0.5833> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a red pickup truck, not a traffic sign or road barrier, even with the lens obstacle corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583056278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "c9f8edc0efa0409fa5e6568265fe1e24",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.8271,0.5833> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep stationary, the reason is to follow the traffic rules, high. The lens obstacle corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583056278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "c9f8edc0efa0409fa5e6568265fe1e24",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.8271,0.5833> considering the lens obstacle corruption?",
    "answer": "Accelerate and go straight. The lens obstacle corruption does not change this potential outcome.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583056278113.jpg"
    }
  },
  {
    "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d",
    "frame_token": "c9f8edc0efa0409fa5e6568265fe1e24",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is set in an urban environment with multiple vehicles and a traffic light. Despite the lens obstacle corruption, key objects are identifiable: a red pickup truck moving to the left in front of the ego vehicle, a stationary light gray SUV to the front right, a stationary blue sedan behind, and a white pickup truck moving ahead. The traffic light is red, indicating the need for the ego vehicle to remain stationary. The lens obstacle creates a blurred area in the images, but the overall scene context remains clear.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583056278113.jpg"
    }
  },
  {
    "scene_token": "45275e709d4a4b0592d57850d8e8bd8d",
    "frame_token": "a02918af3c62447dbb9de1d0e0c56aa6",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Dark. C. Bit error. D. Sensor failure",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487480178113.jpg"
    }
  },
  {
    "scene_token": "45275e709d4a4b0592d57850d8e8bd8d",
    "frame_token": "a02918af3c62447dbb9de1d0e0c56aa6",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487480178113.jpg"
    }
  },
  {
    "scene_token": "45275e709d4a4b0592d57850d8e8bd8d",
    "frame_token": "a02918af3c62447dbb9de1d0e0c56aa6",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c4,CAM_BACK,0.7046,0.6666> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "B, Explanation: The object is a white pickup truck moving to the left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487480178113.jpg"
    }
  },
  {
    "scene_token": "45275e709d4a4b0592d57850d8e8bd8d",
    "frame_token": "a02918af3c62447dbb9de1d0e0c56aa6",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the front right of the ego vehicle, a black SUV to the front of the ego vehicle, a person wearing a black shirt to the back of the ego vehicle, a white pickup truck to the back of the ego vehicle, and a pedestrian crossing ahead to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.2052,0.6064>, <c2,CAM_FRONT,0.4589,0.5750>, <c3,CAM_BACK,0.3719,0.6176>, <c4,CAM_BACK,0.7046,0.6666>, and <c5,CAM_FRONT_RIGHT,0.6670,0.4403>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487480178113.jpg"
    }
  },
  {
    "scene_token": "45275e709d4a4b0592d57850d8e8bd8d",
    "frame_token": "a02918af3c62447dbb9de1d0e0c56aa6",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.2052,0.6064> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary black car.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487480178113.jpg"
    }
  },
  {
    "scene_token": "45275e709d4a4b0592d57850d8e8bd8d",
    "frame_token": "a02918af3c62447dbb9de1d0e0c56aa6",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.2052,0.6064> under lens obstacle corruption?",
    "answer": "Sharp right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487480178113.jpg"
    }
  },
  {
    "scene_token": "45275e709d4a4b0592d57850d8e8bd8d",
    "frame_token": "a02918af3c62447dbb9de1d0e0c56aa6",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.2052,0.6064> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to turn right. The reason is that the object has little reference value for the ego vehicle, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487480178113.jpg"
    }
  },
  {
    "scene_token": "45275e709d4a4b0592d57850d8e8bd8d",
    "frame_token": "a02918af3c62447dbb9de1d0e0c56aa6",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with several vehicles and a pedestrian crossing. The lens obstacle corruption affects visibility, particularly in the CAM_FRONT_RIGHT and CAM_BACK images. Key objects include a stationary black car at the front right, a black SUV directly in front, a person wearing a black shirt at the back, a moving white pickup truck also at the back, and a pedestrian crossing sign ahead to the front right. These objects are positioned at coordinates <c1,CAM_FRONT_RIGHT,0.2052,0.6064>, <c2,CAM_FRONT,0.4589,0.5750>, <c3,CAM_BACK,0.3719,0.6176>, <c4,CAM_BACK,0.7046,0.6666>, and <c5,CAM_FRONT_RIGHT,0.6670,0.4403>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487480178113.jpg"
    }
  },
  {
    "scene_token": "e5a3df5fe95149b5b974af1d14277ea7",
    "frame_token": "474e5ee23026418abff2e0d590c1da13",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Fog. B. H256 ABR compression. C. Lens obstacle. D. Water splash",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298889028113.jpg"
    }
  },
  {
    "scene_token": "e5a3df5fe95149b5b974af1d14277ea7",
    "frame_token": "474e5ee23026418abff2e0d590c1da13",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298889028113.jpg"
    }
  },
  {
    "scene_token": "e5a3df5fe95149b5b974af1d14277ea7",
    "frame_token": "474e5ee23026418abff2e0d590c1da13",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black SUV to the front of the ego vehicle, a black SUV to the back of the ego vehicle, a black sedan to the front of the ego vehicle, a black sedan to the front of the ego vehicle, a pedestrian riding a bike to the front of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4870,0.5314>, <c2,CAM_BACK,0.5380,0.5491>, <c3,CAM_FRONT,0.2031,0.5648>, <c4,CAM_FRONT,0.3739,0.5814>, <c5,CAM_FRONT,0.7281,0.5556>, and <c6,CAM_FRONT,0.5153,0.4084>. The lens obstacle corruption may obscure some of these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298889028113.jpg"
    }
  },
  {
    "scene_token": "e5a3df5fe95149b5b974af1d14277ea7",
    "frame_token": "474e5ee23026418abff2e0d590c1da13",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.4870,0.5314> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a black SUV moving ahead, and the lens obstacle corruption does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298889028113.jpg"
    }
  },
  {
    "scene_token": "e5a3df5fe95149b5b974af1d14277ea7",
    "frame_token": "474e5ee23026418abff2e0d590c1da13",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.4870,0.5314> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, even with the lens obstacle corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298889028113.jpg"
    }
  },
  {
    "scene_token": "e5a3df5fe95149b5b974af1d14277ea7",
    "frame_token": "474e5ee23026418abff2e0d590c1da13",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the left, and slightly offset to the right. The lens obstacle corruption should be considered to ensure these actions remain safe.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298889028113.jpg"
    }
  },
  {
    "scene_token": "e5a3df5fe95149b5b974af1d14277ea7",
    "frame_token": "474e5ee23026418abff2e0d590c1da13",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.4870,0.5314> considering the lens obstacle corruption?",
    "answer": "No such an action will lead to collision. The lens obstacle corruption does not change this assessment.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298889028113.jpg"
    }
  },
  {
    "scene_token": "e5a3df5fe95149b5b974af1d14277ea7",
    "frame_token": "474e5ee23026418abff2e0d590c1da13",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is urban with wet road conditions, indicating recent rain. The lens obstacle corruption creates a blurred area in the center of the images, obscuring some details. Key objects include a black SUV moving ahead at coordinates <c1,CAM_FRONT,0.4870,0.5314>, a black SUV behind the ego vehicle at <c2,CAM_BACK,0.5380,0.5491>, and a stationary black sedan at <c4,CAM_FRONT,0.3739,0.5814>. A pedestrian on a bike is stationary at <c5,CAM_FRONT,0.7281,0.5556>, and a red light is visible at <c6,CAM_FRONT,0.5153,0.4084>. The lens obstacle corruption affects the clarity of these objects, particularly those in the center of the images.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298889028113.jpg"
    }
  },
  {
    "scene_token": "13be0238abba499e95ba4e6404b22223",
    "frame_token": "97147806a12c40d8b765f9b10082af05",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Dark. B. Saturate. C. Lens obstacle. D. Water splash",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297138878403.jpg"
    }
  },
  {
    "scene_token": "13be0238abba499e95ba4e6404b22223",
    "frame_token": "97147806a12c40d8b765f9b10082af05",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The second camera image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297138878403.jpg"
    }
  },
  {
    "scene_token": "13be0238abba499e95ba4e6404b22223",
    "frame_token": "97147806a12c40d8b765f9b10082af05",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c2,CAM_FRONT,0.4406,0.4824>? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "B, Explanation: The object is a white truck moving ahead, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297138878403.jpg"
    }
  },
  {
    "scene_token": "13be0238abba499e95ba4e6404b22223",
    "frame_token": "97147806a12c40d8b765f9b10082af05",
    "question_type": "robust_qas",
    "question": "With the lens obstacle corruption, what are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a cone bucket to the front of the ego vehicle, a white truck to the front of the ego vehicle, a silver sedan to the front right of the ego vehicle, a black sedan car to the front of the ego vehicle, a black sedan to the back of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.2370,0.6269>, <c2,CAM_FRONT,0.4406,0.4824>, <c3,CAM_FRONT_RIGHT,0.5514,0.7162>, <c4,CAM_FRONT,0.5813,0.5389>, <c5,CAM_BACK,0.1547,0.7491>, and <c6,CAM_FRONT,0.6838,0.3664>. Despite the corruption, these objects remain identifiable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297138878403.jpg"
    }
  },
  {
    "scene_token": "13be0238abba499e95ba4e6404b22223",
    "frame_token": "97147806a12c40d8b765f9b10082af05",
    "question_type": "robust_qas",
    "question": "Given the lens obstacle corruption, is <c1,CAM_FRONT,0.2370,0.6269> a traffic sign or a road barrier?",
    "answer": "Yes, Explanation: The object is a cone bucket, which can be considered a road barrier, and the corruption does not obscure this identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297138878403.jpg"
    }
  },
  {
    "scene_token": "13be0238abba499e95ba4e6404b22223",
    "frame_token": "97147806a12c40d8b765f9b10082af05",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to stop, as visibility is partially impaired by the corruption.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297138878403.jpg"
    }
  },
  {
    "scene_token": "13be0238abba499e95ba4e6404b22223",
    "frame_token": "97147806a12c40d8b765f9b10082af05",
    "question_type": "robust_qas",
    "question": "With the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT,0.4406,0.4824>?",
    "answer": "Moderate left turn, as the corruption does not affect the relative position of the white truck.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297138878403.jpg"
    }
  },
  {
    "scene_token": "13be0238abba499e95ba4e6404b22223",
    "frame_token": "97147806a12c40d8b765f9b10082af05",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a rainy urban setting with multiple vehicles and construction elements. The lens obstacle corruption creates blurred areas in the images, particularly affecting the view of the construction site and some vehicles. Key objects include a cone bucket at the front (0.2370, 0.6269), a moving white truck (0.4406, 0.4824), a stationary silver sedan to the front right (0.5514, 0.7162), and a moving black sedan (0.5813, 0.5389). Despite the corruption, the red light (0.6838, 0.3664) remains visible, guiding the ego vehicle's actions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297138878403.jpg"
    }
  },
  {
    "scene_token": "e083627747d8499a8c4e94c7abf941e2",
    "frame_token": "00b300aef8f0415188cc8f06f727c295",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. Lens obstacle. C. Bright. D. Fog",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297641628167.jpg"
    }
  },
  {
    "scene_token": "e083627747d8499a8c4e94c7abf941e2",
    "frame_token": "00b300aef8f0415188cc8f06f727c295",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297641628167.jpg"
    }
  },
  {
    "scene_token": "e083627747d8499a8c4e94c7abf941e2",
    "frame_token": "00b300aef8f0415188cc8f06f727c295",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_FRONT,0.4880,0.5694> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "B, Explanation: The object is a white SUV moving to the left, and the corruption does not change its direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297641628167.jpg"
    }
  },
  {
    "scene_token": "e083627747d8499a8c4e94c7abf941e2",
    "frame_token": "00b300aef8f0415188cc8f06f727c295",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black SUV to the back left of the ego vehicle, a pedestrian waiting for traffic lights to the front left of the ego vehicle, a white SUV to the front of the ego vehicle, a pink and white business car to the front left of the ego vehicle, and a traffic signal to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_LEFT,0.2156,0.6963>, <c2,CAM_FRONT_LEFT,0.6594,0.6092>, <c3,CAM_FRONT,0.4880,0.5694>, <c4,CAM_FRONT_LEFT,0.5469,0.5602>, and <c5,CAM_FRONT,0.6235,0.4536>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297641628167.jpg"
    }
  },
  {
    "scene_token": "e083627747d8499a8c4e94c7abf941e2",
    "frame_token": "00b300aef8f0415188cc8f06f727c295",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK_LEFT,0.2156,0.6963> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black SUV, and the corruption does not affect its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297641628167.jpg"
    }
  },
  {
    "scene_token": "e083627747d8499a8c4e94c7abf941e2",
    "frame_token": "00b300aef8f0415188cc8f06f727c295",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK_LEFT,0.2156,0.6963> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability of this action is high. The corruption does not affect the decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297641628167.jpg"
    }
  },
  {
    "scene_token": "e083627747d8499a8c4e94c7abf941e2",
    "frame_token": "00b300aef8f0415188cc8f06f727c295",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK_LEFT,0.2156,0.6963> considering the lens obstacle corruption?",
    "answer": "No action taken by the ego vehicle will lead to a collision with <c1,CAM_BACK_LEFT,0.2156,0.6963>. The corruption does not change this outcome.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297641628167.jpg"
    }
  },
  {
    "scene_token": "e083627747d8499a8c4e94c7abf941e2",
    "frame_token": "00b300aef8f0415188cc8f06f727c295",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with wet roads, indicating recent rain. The lens obstacle corruption creates a blurred area in the images, particularly affecting the center view. Key objects include a black SUV positioned at the back left, a pedestrian waiting at the front left, a white SUV moving ahead, a pink and white business car stationary at the front left, and a traffic signal directly in front. Despite the corruption, these objects remain identifiable, allowing for continued navigation and decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297641628167.jpg"
    }
  },
  {
    "scene_token": "4047f251c21a475abb49518e0fa6fa9e",
    "frame_token": "d3ab0416f5ee4f4c9a4f4d73e57923f9",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Motion blur. C. Bit error. D. Sensor failure",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402142927893.jpg"
    }
  },
  {
    "scene_token": "4047f251c21a475abb49518e0fa6fa9e",
    "frame_token": "d3ab0416f5ee4f4c9a4f4d73e57923f9",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_BACK_LEFT and CAM_FRONT_RIGHT images are most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402142927893.jpg"
    }
  },
  {
    "scene_token": "4047f251c21a475abb49518e0fa6fa9e",
    "frame_token": "d3ab0416f5ee4f4c9a4f4d73e57923f9",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c1,CAM_BACK_LEFT,0.7286,0.5870>? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a man in a gray shirt, moving to the left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402142927893.jpg"
    }
  },
  {
    "scene_token": "4047f251c21a475abb49518e0fa6fa9e",
    "frame_token": "d3ab0416f5ee4f4c9a4f4d73e57923f9",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for future reasoning and driving decisions.",
    "answer": "There is a man in a gray shirt to the back left of the ego vehicle, a gray sedan to the front of the ego vehicle, and a worker with a white hat to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_LEFT,0.7286,0.5870>, <c2,CAM_FRONT,0.4308,0.5842>, and <c3,CAM_FRONT_RIGHT,0.4766,0.6917>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402142927893.jpg"
    }
  },
  {
    "scene_token": "4047f251c21a475abb49518e0fa6fa9e",
    "frame_token": "d3ab0416f5ee4f4c9a4f4d73e57923f9",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK_LEFT,0.7286,0.5870> a traffic sign or a road barrier, considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a pedestrian, specifically a man in a gray shirt.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402142927893.jpg"
    }
  },
  {
    "scene_token": "4047f251c21a475abb49518e0fa6fa9e",
    "frame_token": "d3ab0416f5ee4f4c9a4f4d73e57923f9",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location, considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that gray sedan at front camera. The object is going ahead, so the ego vehicle should slow down and continue going ahead. Secondly, notice that worker with a white hat at right camera. The object is stationary, so the ego vehicle should maintain its current speed and continue going ahead. Thirdly, notice that man in a gray shirt at left rear camera. The object is turning left, so the ego vehicle should maintain its current speed and continue going ahead.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402142927893.jpg"
    }
  },
  {
    "scene_token": "4047f251c21a475abb49518e0fa6fa9e",
    "frame_token": "d3ab0416f5ee4f4c9a4f4d73e57923f9",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Decelerate gradually without braking, brake gently to a stop, and back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402142927893.jpg"
    }
  },
  {
    "scene_token": "4047f251c21a475abb49518e0fa6fa9e",
    "frame_token": "d3ab0416f5ee4f4c9a4f4d73e57923f9",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK_LEFT,0.7286,0.5870> considering the lens obstacle corruption?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402142927893.jpg"
    }
  },
  {
    "scene_token": "4047f251c21a475abb49518e0fa6fa9e",
    "frame_token": "d3ab0416f5ee4f4c9a4f4d73e57923f9",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with construction barriers on both sides. The lens obstacle corruption affects visibility in several images, particularly obscuring parts of the view in the CAM_BACK_LEFT and CAM_FRONT_RIGHT cameras. Key objects include a moving gray sedan in front of the ego vehicle, a stationary worker with a white hat to the front right, and a moving pedestrian, a man in a gray shirt, to the back left. The road is clear ahead, but caution is needed due to the reduced visibility caused by the corruption.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402142927893.jpg"
    }
  },
  {
    "scene_token": "782f9486adbd4546a492e69b6697ef70",
    "frame_token": "bd188cac93f042c1b685ff497b0150f8",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. H256 ABR compression. C. Saturate. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297560428113.jpg"
    }
  },
  {
    "scene_token": "782f9486adbd4546a492e69b6697ef70",
    "frame_token": "bd188cac93f042c1b685ff497b0150f8",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297560428113.jpg"
    }
  },
  {
    "scene_token": "782f9486adbd4546a492e69b6697ef70",
    "frame_token": "bd188cac93f042c1b685ff497b0150f8",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a black car to the back of the ego vehicle, a black sedan to the front of the ego vehicle, a white sedan to the front of the ego vehicle, a white SUV to the front of the ego vehicle, and a gray pickup truck to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.6958,0.5908>, <c2,CAM_FRONT,0.1422,0.6417>, <c3,CAM_FRONT,0.9781,0.6694>, <c4,CAM_FRONT,0.7864,0.6047>, and <c5,CAM_FRONT_RIGHT,0.5803,0.6689>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297560428113.jpg"
    }
  },
  {
    "scene_token": "782f9486adbd4546a492e69b6697ef70",
    "frame_token": "bd188cac93f042c1b685ff497b0150f8",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.6958,0.5908> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a black car moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297560428113.jpg"
    }
  },
  {
    "scene_token": "782f9486adbd4546a492e69b6697ef70",
    "frame_token": "bd188cac93f042c1b685ff497b0150f8",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.6958,0.5908> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297560428113.jpg"
    }
  },
  {
    "scene_token": "782f9486adbd4546a492e69b6697ef70",
    "frame_token": "bd188cac93f042c1b685ff497b0150f8",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Accelerate and go ahead, keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297560428113.jpg"
    }
  },
  {
    "scene_token": "782f9486adbd4546a492e69b6697ef70",
    "frame_token": "bd188cac93f042c1b685ff497b0150f8",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.6958,0.5908> considering the lens obstacle corruption?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297560428113.jpg"
    }
  },
  {
    "scene_token": "782f9486adbd4546a492e69b6697ef70",
    "frame_token": "bd188cac93f042c1b685ff497b0150f8",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The current environment is a rainy urban setting with multiple vehicles around the ego vehicle. The lens obstacle corruption affects visibility, particularly in the CAM_FRONT_RIGHT image. Key objects include a moving black car behind the ego vehicle (<c1,CAM_BACK,0.6958,0.5908>), a stationary white sedan to the front (<c3,CAM_FRONT,0.9781,0.6694>), and a gray pickup truck to the front right (<c5,CAM_FRONT_RIGHT,0.5803,0.6689>). Despite the corruption, the ego vehicle can still perceive these objects and make informed driving decisions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297560428113.jpg"
    }
  },
  {
    "scene_token": "70368a18644046f898ab836fc8a3c03f",
    "frame_token": "825d52c255ca46fc9ae7a7fc43d44816",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Lens obstacle. C. Motion blur. D. Saturate",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401620427893.jpg"
    }
  },
  {
    "scene_token": "70368a18644046f898ab836fc8a3c03f",
    "frame_token": "825d52c255ca46fc9ae7a7fc43d44816",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The CAM_FRONT image is affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401620427893.jpg"
    }
  },
  {
    "scene_token": "70368a18644046f898ab836fc8a3c03f",
    "frame_token": "825d52c255ca46fc9ae7a7fc43d44816",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT_RIGHT,0.1432,0.6324> under lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a black sedan turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401620427893.jpg"
    }
  },
  {
    "scene_token": "70368a18644046f898ab836fc8a3c03f",
    "frame_token": "825d52c255ca46fc9ae7a7fc43d44816",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for future reasoning and driving decisions.",
    "answer": "There is a black car to the front of the ego vehicle, a black sedan to the front right of the ego vehicle, and pedestrians on the road to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.1969,0.6908>, <c2,CAM_FRONT_RIGHT,0.1432,0.6324>, and <c3,CAM_FRONT,0.6500,0.6047>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401620427893.jpg"
    }
  },
  {
    "scene_token": "70368a18644046f898ab836fc8a3c03f",
    "frame_token": "825d52c255ca46fc9ae7a7fc43d44816",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.1969,0.6908> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary black car.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401620427893.jpg"
    }
  },
  {
    "scene_token": "70368a18644046f898ab836fc8a3c03f",
    "frame_token": "825d52c255ca46fc9ae7a7fc43d44816",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice the black car at the front camera. It is stationary, so the ego vehicle should remain stationary. Secondly, notice pedestrians on the road at the front camera. They are moving ahead, so the ego vehicle should remain stationary. Thirdly, notice the black sedan at the right camera. It is turning left, so the ego vehicle should remain stationary.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401620427893.jpg"
    }
  },
  {
    "scene_token": "70368a18644046f898ab836fc8a3c03f",
    "frame_token": "825d52c255ca46fc9ae7a7fc43d44816",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.1969,0.6908> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to brake gently to a stop. The reason is to follow the traffic rules, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401620427893.jpg"
    }
  },
  {
    "scene_token": "70368a18644046f898ab836fc8a3c03f",
    "frame_token": "825d52c255ca46fc9ae7a7fc43d44816",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Brake gently to a stop; brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401620427893.jpg"
    }
  },
  {
    "scene_token": "70368a18644046f898ab836fc8a3c03f",
    "frame_token": "825d52c255ca46fc9ae7a7fc43d44816",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is set in an urban environment with tall buildings surrounding the road. The lens obstacle corruption affects the central part of the images, obscuring some details. Key objects include a stationary black car at the front (coordinates <c1,CAM_FRONT,0.1969,0.6908>), a moving black sedan to the front right (coordinates <c2,CAM_FRONT_RIGHT,0.1432,0.6324>), and pedestrians crossing the road ahead (coordinates <c3,CAM_FRONT,0.6500,0.6047>). Despite the corruption, the ego vehicle must remain aware of these objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401620427893.jpg"
    }
  },
  {
    "scene_token": "e0b14a8e11994763acba690bbcc3f56a",
    "frame_token": "0e364b7146c848b5a5fd73bbe05e59ed",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Snow. B. Lens obstacle. C. Bit error. D. Rain",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287304428113.jpg"
    }
  },
  {
    "scene_token": "e0b14a8e11994763acba690bbcc3f56a",
    "frame_token": "0e364b7146c848b5a5fd73bbe05e59ed",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287304428113.jpg"
    }
  },
  {
    "scene_token": "e0b14a8e11994763acba690bbcc3f56a",
    "frame_token": "0e364b7146c848b5a5fd73bbe05e59ed",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.2219,0.6509> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a silver pickup truck moving to the left, and the corruption does not change this status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287304428113.jpg"
    }
  },
  {
    "scene_token": "e0b14a8e11994763acba690bbcc3f56a",
    "frame_token": "0e364b7146c848b5a5fd73bbe05e59ed",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a silver pickup truck to the front of the ego vehicle, a white truck to the back of the ego vehicle, a black car to the front right of the ego vehicle, and a no entry sign to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.2219,0.6509>, <c2,CAM_BACK,0.4698,0.5442>, <c3,CAM_FRONT_RIGHT,0.5511,0.5981>, and <c4,CAM_FRONT_RIGHT,0.2190,0.5181>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287304428113.jpg"
    }
  },
  {
    "scene_token": "e0b14a8e11994763acba690bbcc3f56a",
    "frame_token": "0e364b7146c848b5a5fd73bbe05e59ed",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.2219,0.6509> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a silver pickup truck, not a traffic sign or road barrier, and the corruption does not change this identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287304428113.jpg"
    }
  },
  {
    "scene_token": "e0b14a8e11994763acba690bbcc3f56a",
    "frame_token": "0e364b7146c848b5a5fd73bbe05e59ed",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.2219,0.6509> considering the lens obstacle corruption?",
    "answer": "Slight left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287304428113.jpg"
    }
  },
  {
    "scene_token": "e0b14a8e11994763acba690bbcc3f56a",
    "frame_token": "0e364b7146c848b5a5fd73bbe05e59ed",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.2219,0.6509> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to avoid a collision, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287304428113.jpg"
    }
  },
  {
    "scene_token": "e0b14a8e11994763acba690bbcc3f56a",
    "frame_token": "0e364b7146c848b5a5fd73bbe05e59ed",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a rainy urban street with several vehicles and buildings visible. The CAM_FRONT image shows a silver pickup truck moving left, partially obscured by lens obstacle corruption. The CAM_BACK image displays a stationary white truck. The CAM_FRONT_RIGHT image reveals a black car and a no entry sign. Despite the corruption, the key objects remain identifiable, and their positions are crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287304428113.jpg"
    }
  },
  {
    "scene_token": "38b3010304734913bb148d17ebbc352b",
    "frame_token": "e52eaf1605f04429a14478cf69129bd2",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. Lens obstacle. C. Dark. D. Sensor failure",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296462678113.jpg"
    }
  },
  {
    "scene_token": "38b3010304734913bb148d17ebbc352b",
    "frame_token": "e52eaf1605f04429a14478cf69129bd2",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The CAM_BACK_LEFT image is affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296462678113.jpg"
    }
  },
  {
    "scene_token": "38b3010304734913bb148d17ebbc352b",
    "frame_token": "e52eaf1605f04429a14478cf69129bd2",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK_LEFT,0.8442,0.6028> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "B, Explanation: The object is a white business vehicle moving to the left despite the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296462678113.jpg"
    }
  },
  {
    "scene_token": "38b3010304734913bb148d17ebbc352b",
    "frame_token": "e52eaf1605f04429a14478cf69129bd2",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white business to the back left of the ego vehicle, a blue pants pedestrian to the back right of the ego vehicle, a black pickup truck to the front of the ego vehicle, and a white truck to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_LEFT,0.8442,0.6028>, <c2,CAM_BACK_RIGHT,0.2745,0.6889>, <c3,CAM_FRONT,0.2739,0.5537>, and <c4,CAM_FRONT,0.8313,0.4250>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296462678113.jpg"
    }
  },
  {
    "scene_token": "38b3010304734913bb148d17ebbc352b",
    "frame_token": "e52eaf1605f04429a14478cf69129bd2",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK_LEFT,0.8442,0.6028> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a moving white business vehicle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296462678113.jpg"
    }
  },
  {
    "scene_token": "38b3010304734913bb148d17ebbc352b",
    "frame_token": "e52eaf1605f04429a14478cf69129bd2",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK_LEFT,0.8442,0.6028> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to turn right. The reason is that there is no safety issue, which is high in probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296462678113.jpg"
    }
  },
  {
    "scene_token": "38b3010304734913bb148d17ebbc352b",
    "frame_token": "e52eaf1605f04429a14478cf69129bd2",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Turn right, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296462678113.jpg"
    }
  },
  {
    "scene_token": "38b3010304734913bb148d17ebbc352b",
    "frame_token": "e52eaf1605f04429a14478cf69129bd2",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is rainy with lens obstacle corruption affecting visibility. A white business vehicle is moving to the back left, identified as <c1,CAM_BACK_LEFT,0.8442,0.6028>. A pedestrian in blue pants is moving to the back right, identified as <c2,CAM_BACK_RIGHT,0.2745,0.6889>. A stationary black pickup truck is in front, identified as <c3,CAM_FRONT,0.2739,0.5537>, and a stationary white truck is also in front, identified as <c4,CAM_FRONT,0.8313,0.4250>. Despite the corruption, these objects are crucial for decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296462678113.jpg"
    }
  },
  {
    "scene_token": "ea4c42715ae24b0b952c57a9af1e7731",
    "frame_token": "c542c9df7bab4a1fb5b23a856a143d9e",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Snow. B. Color quant. C. Lens obstacle. D. Rain",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535657179678113.jpg"
    }
  },
  {
    "scene_token": "ea4c42715ae24b0b952c57a9af1e7731",
    "frame_token": "c542c9df7bab4a1fb5b23a856a143d9e",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The second camera image (CAM_FRONT) is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535657179678113.jpg"
    }
  },
  {
    "scene_token": "ea4c42715ae24b0b952c57a9af1e7731",
    "frame_token": "c542c9df7bab4a1fb5b23a856a143d9e",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black motorhome to the front left of the ego vehicle, a black SUV to the front of the ego vehicle, a black sedan to the back of the ego vehicle, a gray sedan to the front left of the ego vehicle, and a black pants pedestrian to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.7794,0.5197>, <c2,CAM_FRONT,0.2345,0.5451>, <c3,CAM_BACK,0.4109,0.6981>, <c4,CAM_FRONT_LEFT,0.5062,0.5722>, and <c5,CAM_FRONT_RIGHT,0.4542,0.5870>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535657179678113.jpg"
    }
  },
  {
    "scene_token": "ea4c42715ae24b0b952c57a9af1e7731",
    "frame_token": "c542c9df7bab4a1fb5b23a856a143d9e",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_LEFT,0.7794,0.5197> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a black motorhome moving to the front left of the ego vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535657179678113.jpg"
    }
  },
  {
    "scene_token": "ea4c42715ae24b0b952c57a9af1e7731",
    "frame_token": "c542c9df7bab4a1fb5b23a856a143d9e",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.7794,0.5197> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black motorhome, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535657179678113.jpg"
    }
  },
  {
    "scene_token": "ea4c42715ae24b0b952c57a9af1e7731",
    "frame_token": "c542c9df7bab4a1fb5b23a856a143d9e",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535657179678113.jpg"
    }
  },
  {
    "scene_token": "ea4c42715ae24b0b952c57a9af1e7731",
    "frame_token": "c542c9df7bab4a1fb5b23a856a143d9e",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.7794,0.5197> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535657179678113.jpg"
    }
  },
  {
    "scene_token": "ea4c42715ae24b0b952c57a9af1e7731",
    "frame_token": "c542c9df7bab4a1fb5b23a856a143d9e",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with several vehicles and a pedestrian. The lens obstacle corruption affects the visibility of some areas, particularly in the front camera view. A black motorhome is moving to the front left, a black SUV is directly in front, a black sedan is behind, a gray sedan is stationary to the front left, and a pedestrian wearing black pants is moving to the front right. The scene includes buildings, traffic lights, and construction barriers.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535657179678113.jpg"
    }
  },
  {
    "scene_token": "599c50b42e294116bd702c9e5cc830a3",
    "frame_token": "1f0482a12d6e4df3b93636c0fcb23831",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. Motion blur. C. Lens obstacle. D. Bit error",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193257377893.jpg"
    }
  },
  {
    "scene_token": "599c50b42e294116bd702c9e5cc830a3",
    "frame_token": "1f0482a12d6e4df3b93636c0fcb23831",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193257377893.jpg"
    }
  },
  {
    "scene_token": "599c50b42e294116bd702c9e5cc830a3",
    "frame_token": "1f0482a12d6e4df3b93636c0fcb23831",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a black car to the front right of the ego vehicle, a black SUV to the front left of the ego vehicle, a person riding a motorcycle to the front of the ego vehicle, and a white zebra crossing to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.1594,0.5722>, <c2,CAM_FRONT_LEFT,0.9000,0.6481>, <c3,CAM_FRONT,0.2859,0.5917>, and <c4,CAM_BACK,0.3664,0.8046>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193257377893.jpg"
    }
  },
  {
    "scene_token": "599c50b42e294116bd702c9e5cc830a3",
    "frame_token": "1f0482a12d6e4df3b93636c0fcb23831",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.1594,0.5722> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "C, Explanation: The object is a black car moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193257377893.jpg"
    }
  },
  {
    "scene_token": "599c50b42e294116bd702c9e5cc830a3",
    "frame_token": "1f0482a12d6e4df3b93636c0fcb23831",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.1594,0.5722> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193257377893.jpg"
    }
  },
  {
    "scene_token": "599c50b42e294116bd702c9e5cc830a3",
    "frame_token": "1f0482a12d6e4df3b93636c0fcb23831",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.1594,0.5722> considering the lens obstacle corruption?",
    "answer": "Sharp right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193257377893.jpg"
    }
  },
  {
    "scene_token": "599c50b42e294116bd702c9e5cc830a3",
    "frame_token": "1f0482a12d6e4df3b93636c0fcb23831",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193257377893.jpg"
    }
  },
  {
    "scene_token": "599c50b42e294116bd702c9e5cc830a3",
    "frame_token": "1f0482a12d6e4df3b93636c0fcb23831",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, with a noticeable lens obstacle corruption affecting visibility in the images. A black car is moving to the front right of the ego vehicle, positioned at coordinates <c1,CAM_FRONT_RIGHT,0.1594,0.5722>. To the front left, a black SUV is moving, located at <c2,CAM_FRONT_LEFT,0.9000,0.6481>. Directly in front, a person is riding a motorcycle, seen at <c3,CAM_FRONT,0.2859,0.5917>. Behind the ego vehicle, a white zebra crossing is visible at <c4,CAM_BACK,0.3664,0.8046>. Despite the corruption, these key objects are crucial for navigation and decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193257377893.jpg"
    }
  },
  {
    "scene_token": "1d4db80d13f342aba4881b38099bc4b7",
    "frame_token": "bd063ae874da437ab0db3e2137be5d15",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bright. B. Bit error. C. Snow. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886121927893.jpg"
    }
  },
  {
    "scene_token": "1d4db80d13f342aba4881b38099bc4b7",
    "frame_token": "bd063ae874da437ab0db3e2137be5d15",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_LEFT is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886121927893.jpg"
    }
  },
  {
    "scene_token": "1d4db80d13f342aba4881b38099bc4b7",
    "frame_token": "bd063ae874da437ab0db3e2137be5d15",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a person riding a motorcycle to the front left of the ego vehicle, a red car to the front left of the ego vehicle, a brown SUV to the back of the ego vehicle, and a traffic light with a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.4523,0.6579>, <c2,CAM_FRONT_LEFT,0.3688,0.5333>, <c3,CAM_BACK,0.5073,0.6648>, and <c4,CAM_FRONT,0.5214,0.4412>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886121927893.jpg"
    }
  },
  {
    "scene_token": "1d4db80d13f342aba4881b38099bc4b7",
    "frame_token": "bd063ae874da437ab0db3e2137be5d15",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_LEFT,0.4523,0.6579> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a person riding a motorcycle, and despite the corruption, it is moving to the left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886121927893.jpg"
    }
  },
  {
    "scene_token": "1d4db80d13f342aba4881b38099bc4b7",
    "frame_token": "bd063ae874da437ab0db3e2137be5d15",
    "question_type": "robust_qas",
    "question": "Given the lens obstacle corruption, is <c1,CAM_FRONT_LEFT,0.4523,0.6579> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a person riding a motorcycle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886121927893.jpg"
    }
  },
  {
    "scene_token": "1d4db80d13f342aba4881b38099bc4b7",
    "frame_token": "bd063ae874da437ab0db3e2137be5d15",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.4523,0.6579>? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that the object has little reference value for the ego vehicle, and the probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886121927893.jpg"
    }
  },
  {
    "scene_token": "1d4db80d13f342aba4881b38099bc4b7",
    "frame_token": "bd063ae874da437ab0db3e2137be5d15",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_LEFT,0.4523,0.6579> under the lens obstacle corruption?",
    "answer": "Moderate left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886121927893.jpg"
    }
  },
  {
    "scene_token": "1d4db80d13f342aba4881b38099bc4b7",
    "frame_token": "bd063ae874da437ab0db3e2137be5d15",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with several key objects partially obscured by lens obstacle corruption. A person is riding a motorcycle to the front left of the ego vehicle, positioned at coordinates <c1,CAM_FRONT_LEFT,0.4523,0.6579>. A red car is also moving to the front left, located at <c2,CAM_FRONT_LEFT,0.3688,0.5333>. Behind the ego vehicle, a brown SUV is moving, identified at <c3,CAM_BACK,0.5073,0.6648>. Ahead, a traffic light shows green, positioned at <c4,CAM_FRONT,0.5214,0.4412>. Despite the corruption, these objects are crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_BACK_RIGHT__1531886121927893.jpg"
    }
  },
  {
    "scene_token": "faa975eaad804c85bd8f2da9b30c8d9a",
    "frame_token": "99bcb06196bb4974bd600b4fc553caad",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. Lens obstacle. C. Bit error. D. Snow",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194076677893.jpg"
    }
  },
  {
    "scene_token": "faa975eaad804c85bd8f2da9b30c8d9a",
    "frame_token": "99bcb06196bb4974bd600b4fc553caad",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194076677893.jpg"
    }
  },
  {
    "scene_token": "faa975eaad804c85bd8f2da9b30c8d9a",
    "frame_token": "99bcb06196bb4974bd600b4fc553caad",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.5880,0.5436> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is an orange bus moving to the left, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194076677893.jpg"
    }
  },
  {
    "scene_token": "faa975eaad804c85bd8f2da9b30c8d9a",
    "frame_token": "99bcb06196bb4974bd600b4fc553caad",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is an orange bus to the front right of the ego vehicle, a black commercial vehicle to the back of the ego vehicle, a silver sedan to the front of the ego vehicle, a red car to the front of the ego vehicle, and a please pass sign to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.5880,0.5436>, <c2,CAM_BACK,0.4609,0.6092>, <c3,CAM_FRONT,0.8734,0.6519>, <c4,CAM_FRONT,0.2870,0.5852>, and <c5,CAM_FRONT,0.6968,0.4658>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194076677893.jpg"
    }
  },
  {
    "scene_token": "faa975eaad804c85bd8f2da9b30c8d9a",
    "frame_token": "99bcb06196bb4974bd600b4fc553caad",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.5880,0.5436> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is an orange bus, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194076677893.jpg"
    }
  },
  {
    "scene_token": "faa975eaad804c85bd8f2da9b30c8d9a",
    "frame_token": "99bcb06196bb4974bd600b4fc553caad",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.5880,0.5436> considering the lens obstacle corruption?",
    "answer": "Moderate right turn. The corruption does not affect the potential collision path.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194076677893.jpg"
    }
  },
  {
    "scene_token": "faa975eaad804c85bd8f2da9b30c8d9a",
    "frame_token": "99bcb06196bb4974bd600b4fc553caad",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Decelerate gradually without braking and maintain the current speed. The corruption does not affect the safety of these actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194076677893.jpg"
    }
  },
  {
    "scene_token": "faa975eaad804c85bd8f2da9b30c8d9a",
    "frame_token": "99bcb06196bb4974bd600b4fc553caad",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a nighttime urban setting with multiple vehicles and traffic elements. The CAM_FRONT image is significantly obscured by lens obstacle corruption, affecting visibility. Key objects include an orange bus moving to the front right, a black commercial vehicle moving behind, a silver sedan moving ahead, a stationary red car in front, and a 'please pass' sign. Despite the corruption, these objects are identifiable, with positions at <c1,CAM_FRONT_RIGHT,0.5880,0.5436>, <c2,CAM_BACK,0.4609,0.6092>, <c3,CAM_FRONT,0.8734,0.6519>, <c4,CAM_FRONT,0.2870,0.5852>, and <c5,CAM_FRONT,0.6968,0.4658>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194076677893.jpg"
    }
  },
  {
    "scene_token": "521f01dfc8c9402e8309e047e2eea112",
    "frame_token": "32cb24b62ecf49e8ac67220b8fa3f6c7",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Zoom blur. B. Water splash. C. Lens obstacle. D. Bit error",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299484628113.jpg"
    }
  },
  {
    "scene_token": "521f01dfc8c9402e8309e047e2eea112",
    "frame_token": "32cb24b62ecf49e8ac67220b8fa3f6c7",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_LEFT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299484628113.jpg"
    }
  },
  {
    "scene_token": "521f01dfc8c9402e8309e047e2eea112",
    "frame_token": "32cb24b62ecf49e8ac67220b8fa3f6c7",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c1,CAM_FRONT_LEFT,0.2026,0.5380>? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a black car moving to the left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299484628113.jpg"
    }
  },
  {
    "scene_token": "521f01dfc8c9402e8309e047e2eea112",
    "frame_token": "32cb24b62ecf49e8ac67220b8fa3f6c7",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the front left of the ego vehicle, a black small car to the back left of the ego vehicle, and a white bicycle lane to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.2026,0.5380>, <c2,CAM_BACK_LEFT,0.3203,0.6186>, and <c3,CAM_FRONT_RIGHT,0.5057,0.7596>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299484628113.jpg"
    }
  },
  {
    "scene_token": "521f01dfc8c9402e8309e047e2eea112",
    "frame_token": "32cb24b62ecf49e8ac67220b8fa3f6c7",
    "question_type": "robust_qas",
    "question": "Given the lens obstacle corruption, is <c1,CAM_FRONT_LEFT,0.2026,0.5380> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299484628113.jpg"
    }
  },
  {
    "scene_token": "521f01dfc8c9402e8309e047e2eea112",
    "frame_token": "32cb24b62ecf49e8ac67220b8fa3f6c7",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what object should the ego vehicle notice first when the ego vehicle is getting to the next possible location? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice white bicycle lane at right camera. The object is a traffic sign, so the ego vehicle should turn right. Secondly notice black car at left camera. The object is turning left, so the ego vehicle should turn right. Thirdly notice black small car at left rear camera. The object is stationary, so the ego vehicle should turn right.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299484628113.jpg"
    }
  },
  {
    "scene_token": "521f01dfc8c9402e8309e047e2eea112",
    "frame_token": "32cb24b62ecf49e8ac67220b8fa3f6c7",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.2026,0.5380>? Why take this action and what's the probability?",
    "answer": "The action is to turn right. The reason is to avoid a collision, which has a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299484628113.jpg"
    }
  },
  {
    "scene_token": "521f01dfc8c9402e8309e047e2eea112",
    "frame_token": "32cb24b62ecf49e8ac67220b8fa3f6c7",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Turn right, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299484628113.jpg"
    }
  },
  {
    "scene_token": "521f01dfc8c9402e8309e047e2eea112",
    "frame_token": "32cb24b62ecf49e8ac67220b8fa3f6c7",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is urban with wet roads, indicating recent rain. The CAM_FRONT_LEFT image shows a black car moving to the left, partially obscured by lens obstacle corruption. The CAM_BACK_LEFT image displays a stationary black small car. The CAM_FRONT_RIGHT image reveals a white bicycle lane, crucial for navigation. Despite the corruption, the ego vehicle must navigate carefully, prioritizing the visible bicycle lane and avoiding potential collisions with the moving car.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537299484628113.jpg"
    }
  },
  {
    "scene_token": "a6fae4900f8e46cba689b59b5bc8a2ab",
    "frame_token": "475b8b52d4c34324bc57fc121f615121",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Rain. C. Snow. D. Color quant",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296522528113.jpg"
    }
  },
  {
    "scene_token": "a6fae4900f8e46cba689b59b5bc8a2ab",
    "frame_token": "475b8b52d4c34324bc57fc121f615121",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296522528113.jpg"
    }
  },
  {
    "scene_token": "a6fae4900f8e46cba689b59b5bc8a2ab",
    "frame_token": "475b8b52d4c34324bc57fc121f615121",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_FRONT,0.5052,0.5686> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a black sedan moving ahead, and the corruption does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296522528113.jpg"
    }
  },
  {
    "scene_token": "a6fae4900f8e46cba689b59b5bc8a2ab",
    "frame_token": "475b8b52d4c34324bc57fc121f615121",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white SUV to the back of the ego vehicle, a white motorhome to the front right of the ego vehicle, a black sedan to the front of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.6000,0.5491>, <c2,CAM_FRONT_RIGHT,0.4373,0.6236>, <c3,CAM_FRONT,0.5052,0.5686>, and <c4,CAM_FRONT,0.6431,0.5178>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296522528113.jpg"
    }
  },
  {
    "scene_token": "a6fae4900f8e46cba689b59b5bc8a2ab",
    "frame_token": "475b8b52d4c34324bc57fc121f615121",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.6000,0.5491> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary white SUV, and the corruption does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296522528113.jpg"
    }
  },
  {
    "scene_token": "a6fae4900f8e46cba689b59b5bc8a2ab",
    "frame_token": "475b8b52d4c34324bc57fc121f615121",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.6000,0.5491> considering the lens obstacle corruption?",
    "answer": "No such action will lead to a collision. The corruption does not affect the position or status of the white SUV.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296522528113.jpg"
    }
  },
  {
    "scene_token": "a6fae4900f8e46cba689b59b5bc8a2ab",
    "frame_token": "475b8b52d4c34324bc57fc121f615121",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.6000,0.5491> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that the object has little reference value for the ego vehicle, with a high probability. The corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296522528113.jpg"
    }
  },
  {
    "scene_token": "a6fae4900f8e46cba689b59b5bc8a2ab",
    "frame_token": "475b8b52d4c34324bc57fc121f615121",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is rainy with lens obstacle corruption affecting visibility. Key objects include a stationary white SUV behind the ego vehicle, a stationary white motorhome to the front right, a moving black sedan directly in front, and a red traffic light ahead. The corruption primarily affects the CAM_FRONT image, but the positions of these objects remain identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_BACK_RIGHT__1537296522528113.jpg"
    }
  },
  {
    "scene_token": "fb255bba9b6a4f37a8894e336d2136f1",
    "frame_token": "6960470e56374cedb4fcdc7ea094d8ee",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Sensor failure. C. Rain. D. Bit error",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985171277893.jpg"
    }
  },
  {
    "scene_token": "fb255bba9b6a4f37a8894e336d2136f1",
    "frame_token": "6960470e56374cedb4fcdc7ea094d8ee",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985171277893.jpg"
    }
  },
  {
    "scene_token": "fb255bba9b6a4f37a8894e336d2136f1",
    "frame_token": "6960470e56374cedb4fcdc7ea094d8ee",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a green bus to the back of the ego vehicle, a pedestrian in black pants to the front of the ego vehicle, a convex mirror to the front of the ego vehicle, and a red sign to the back left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.6231,0.6020>, <c2,CAM_FRONT,0.9000,0.5426>, <c3,CAM_FRONT,0.7492,0.5270>, and <c4,CAM_BACK_LEFT,0.2753,0.4953>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985171277893.jpg"
    }
  },
  {
    "scene_token": "fb255bba9b6a4f37a8894e336d2136f1",
    "frame_token": "6960470e56374cedb4fcdc7ea094d8ee",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.6231,0.6020> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "B, Explanation: The object is a green bus moving to the back of the ego vehicle, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985171277893.jpg"
    }
  },
  {
    "scene_token": "fb255bba9b6a4f37a8894e336d2136f1",
    "frame_token": "6960470e56374cedb4fcdc7ea094d8ee",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.6231,0.6020> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a green bus, not a traffic sign or road barrier, and the corruption does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985171277893.jpg"
    }
  },
  {
    "scene_token": "fb255bba9b6a4f37a8894e336d2136f1",
    "frame_token": "6960470e56374cedb4fcdc7ea094d8ee",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.6231,0.6020> considering the lens obstacle corruption?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985171277893.jpg"
    }
  },
  {
    "scene_token": "fb255bba9b6a4f37a8894e336d2136f1",
    "frame_token": "6960470e56374cedb4fcdc7ea094d8ee",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Turn left, slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985171277893.jpg"
    }
  },
  {
    "scene_token": "fb255bba9b6a4f37a8894e336d2136f1",
    "frame_token": "6960470e56374cedb4fcdc7ea094d8ee",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is partially obscured by lens obstacle corruption, affecting visibility in several camera views. Key objects include a green bus moving behind the ego vehicle, a pedestrian in black pants walking in front, a convex mirror also in front, and a red sign to the back left. The corruption primarily affects the central areas of the images, making it challenging to perceive distant objects clearly. Despite the visual obstruction, the ego vehicle must maintain awareness of these objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985171277893.jpg"
    }
  },
  {
    "scene_token": "f123185f3bb64faebc08d4453aec2659",
    "frame_token": "c76bf158abdb4dc189638184b51e0fcc",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bit error. B. Sensor failure. C. Motion blur. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729512628113.jpg"
    }
  },
  {
    "scene_token": "f123185f3bb64faebc08d4453aec2659",
    "frame_token": "c76bf158abdb4dc189638184b51e0fcc",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The fourth image (CAM_FRONT) is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729512628113.jpg"
    }
  },
  {
    "scene_token": "f123185f3bb64faebc08d4453aec2659",
    "frame_token": "c76bf158abdb4dc189638184b51e0fcc",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.0674,0.4167> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a white truck and is turning left, as observed in the corrupted image.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729512628113.jpg"
    }
  },
  {
    "scene_token": "f123185f3bb64faebc08d4453aec2659",
    "frame_token": "c76bf158abdb4dc189638184b51e0fcc",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the front of the ego vehicle, a white truck to the back of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.0674,0.4167>, <c2,CAM_BACK,0.2672,0.5504>, and <c3,CAM_FRONT,0.7051,0.3099>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729512628113.jpg"
    }
  },
  {
    "scene_token": "f123185f3bb64faebc08d4453aec2659",
    "frame_token": "c76bf158abdb4dc189638184b51e0fcc",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.0674,0.4167> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, as seen in the corrupted image.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729512628113.jpg"
    }
  },
  {
    "scene_token": "f123185f3bb64faebc08d4453aec2659",
    "frame_token": "c76bf158abdb4dc189638184b51e0fcc",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice that green light at front camera. The object is a traffic sign, so the ego vehicle should keep going ahead at the same speed. Secondly, notice that white truck at front camera. The object is turning left, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice that white truck at back camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729512628113.jpg"
    }
  },
  {
    "scene_token": "f123185f3bb64faebc08d4453aec2659",
    "frame_token": "c76bf158abdb4dc189638184b51e0fcc",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed and decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729512628113.jpg"
    }
  },
  {
    "scene_token": "f123185f3bb64faebc08d4453aec2659",
    "frame_token": "c76bf158abdb4dc189638184b51e0fcc",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.0674,0.4167> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729512628113.jpg"
    }
  },
  {
    "scene_token": "f123185f3bb64faebc08d4453aec2659",
    "frame_token": "c76bf158abdb4dc189638184b51e0fcc",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is urban with multiple buildings and construction sites visible. The lens obstacle corruption affects visibility, particularly in the front camera, where a white truck is turning left. A green light is visible in the front camera, indicating the ego vehicle can proceed. Another white truck is moving ahead in the back camera. The environment includes road signs and construction barriers, with clear skies and moderate traffic.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729512628113.jpg"
    }
  },
  {
    "scene_token": "4a4d09496d594c7385a1ec227bdb3a7f",
    "frame_token": "d885687979384c1eb6bf37a5a0b8d9c3",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Saturate. B. Zoom blur. C. Lens obstacle. D. Snow",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289816678113.jpg"
    }
  },
  {
    "scene_token": "4a4d09496d594c7385a1ec227bdb3a7f",
    "frame_token": "d885687979384c1eb6bf37a5a0b8d9c3",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289816678113.jpg"
    }
  },
  {
    "scene_token": "4a4d09496d594c7385a1ec227bdb3a7f",
    "frame_token": "d885687979384c1eb6bf37a5a0b8d9c3",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white sedan car to the back of the ego vehicle, a white sedan to the front of the ego vehicle, a black SUV to the back of the ego vehicle, and a red and white truck to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.6031,0.5463>, <c2,CAM_FRONT,0.8245,0.5491>, <c3,CAM_BACK,0.2396,0.5398>, and <c4,CAM_FRONT,0.4468,0.5158>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289816678113.jpg"
    }
  },
  {
    "scene_token": "4a4d09496d594c7385a1ec227bdb3a7f",
    "frame_token": "d885687979384c1eb6bf37a5a0b8d9c3",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_BACK,0.2396,0.5398> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a black SUV and is moving, likely turning left based on its position and movement.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289816678113.jpg"
    }
  },
  {
    "scene_token": "4a4d09496d594c7385a1ec227bdb3a7f",
    "frame_token": "d885687979384c1eb6bf37a5a0b8d9c3",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.6031,0.5463> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289816678113.jpg"
    }
  },
  {
    "scene_token": "4a4d09496d594c7385a1ec227bdb3a7f",
    "frame_token": "d885687979384c1eb6bf37a5a0b8d9c3",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.6031,0.5463> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed; the reason is that the object has little reference value for the ego vehicle, and the probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289816678113.jpg"
    }
  },
  {
    "scene_token": "4a4d09496d594c7385a1ec227bdb3a7f",
    "frame_token": "d885687979384c1eb6bf37a5a0b8d9c3",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.6031,0.5463> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289816678113.jpg"
    }
  },
  {
    "scene_token": "4a4d09496d594c7385a1ec227bdb3a7f",
    "frame_token": "d885687979384c1eb6bf37a5a0b8d9c3",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is rainy and overcast, with significant lens obstacle corruption affecting visibility. The CAM_FRONT image shows a red and white truck and a stationary white sedan, partially obscured by the corruption. To the back, a white sedan and a moving black SUV are visible. The road is wet, and visibility is reduced, making it challenging to perceive distant objects clearly.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289816678113.jpg"
    }
  },
  {
    "scene_token": "58af378ff68b49c99aabf320dca1ee25",
    "frame_token": "307e92d2e2e74d2095fee2527c96af1d",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Water splash. B. Lens obstacle. C. Rain. D. Image compression",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290667778113.jpg"
    }
  },
  {
    "scene_token": "58af378ff68b49c99aabf320dca1ee25",
    "frame_token": "307e92d2e2e74d2095fee2527c96af1d",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from the CAM_FRONT_LEFT is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290667778113.jpg"
    }
  },
  {
    "scene_token": "58af378ff68b49c99aabf320dca1ee25",
    "frame_token": "307e92d2e2e74d2095fee2527c96af1d",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.3636,0.5620> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a black sedan moving to the left, and the corruption does not change this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290667778113.jpg"
    }
  },
  {
    "scene_token": "58af378ff68b49c99aabf320dca1ee25",
    "frame_token": "307e92d2e2e74d2095fee2527c96af1d",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black sedan to the front of the ego vehicle, a white sedan car to the front of the ego vehicle, and a black sedan to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3636,0.5620>, <c2,CAM_FRONT,0.2703,0.6000>, and <c3,CAM_FRONT_LEFT,0.7511,0.5972>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290667778113.jpg"
    }
  },
  {
    "scene_token": "58af378ff68b49c99aabf320dca1ee25",
    "frame_token": "307e92d2e2e74d2095fee2527c96af1d",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice black sedan at left camera, which is in a stationary state. The ego vehicle should continue moving forward at the same speed. Secondly, notice white sedan car at front camera, which is also in a stationary state. The ego vehicle should continue moving forward at the same speed. Thirdly, notice black sedan at front camera, which is moving forward. The ego vehicle should continue moving ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290667778113.jpg"
    }
  },
  {
    "scene_token": "58af378ff68b49c99aabf320dca1ee25",
    "frame_token": "307e92d2e2e74d2095fee2527c96af1d",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.3636,0.5620> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, and the corruption does not change this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290667778113.jpg"
    }
  },
  {
    "scene_token": "58af378ff68b49c99aabf320dca1ee25",
    "frame_token": "307e92d2e2e74d2095fee2527c96af1d",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290667778113.jpg"
    }
  },
  {
    "scene_token": "58af378ff68b49c99aabf320dca1ee25",
    "frame_token": "307e92d2e2e74d2095fee2527c96af1d",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.3636,0.5620> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability of this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290667778113.jpg"
    }
  },
  {
    "scene_token": "58af378ff68b49c99aabf320dca1ee25",
    "frame_token": "307e92d2e2e74d2095fee2527c96af1d",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a rainy urban setting with lens obstacle corruption affecting visibility. The CAM_FRONT_LEFT image is heavily blurred, obscuring details. Key objects include a black sedan moving to the left at coordinates <c1,CAM_FRONT,0.3636,0.5620>, a stationary white sedan at <c2,CAM_FRONT,0.2703,0.6000>, and another stationary black sedan at <c3,CAM_FRONT_LEFT,0.7511,0.5972>. The road is wet, and visibility is reduced, requiring careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290667778113.jpg"
    }
  },
  {
    "scene_token": "26540bfbab79463cb1ba76b52ec6013b",
    "frame_token": "ba5c79c2ee1a4985b871f13e6c29cc49",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Rain. B. Zoom blur. C. Water splash. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728870378113.jpg"
    }
  },
  {
    "scene_token": "26540bfbab79463cb1ba76b52ec6013b",
    "frame_token": "ba5c79c2ee1a4985b871f13e6c29cc49",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728870378113.jpg"
    }
  },
  {
    "scene_token": "26540bfbab79463cb1ba76b52ec6013b",
    "frame_token": "ba5c79c2ee1a4985b871f13e6c29cc49",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.3677,0.5519> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "B, Explanation: The object is a white SUV turning left, and the corruption does not change this status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728870378113.jpg"
    }
  },
  {
    "scene_token": "26540bfbab79463cb1ba76b52ec6013b",
    "frame_token": "ba5c79c2ee1a4985b871f13e6c29cc49",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white SUV to the front of the ego vehicle, a white SUV to the back of the ego vehicle, and a white sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3677,0.5519>, <c2,CAM_BACK,0.5437,0.5481>, and <c3,CAM_FRONT,0.2986,0.5624>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728870378113.jpg"
    }
  },
  {
    "scene_token": "26540bfbab79463cb1ba76b52ec6013b",
    "frame_token": "ba5c79c2ee1a4985b871f13e6c29cc49",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice that white SUV at back camera. The object is going ahead, so the ego vehicle should slow down and go ahead. Secondly, notice that white SUV at front camera. The object is turning left, so the ego vehicle should slow down and go ahead. Thirdly, notice that white sedan at front camera. The object is turning left, so the ego vehicle should keep going ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728870378113.jpg"
    }
  },
  {
    "scene_token": "26540bfbab79463cb1ba76b52ec6013b",
    "frame_token": "ba5c79c2ee1a4985b871f13e6c29cc49",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.3677,0.5519> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728870378113.jpg"
    }
  },
  {
    "scene_token": "26540bfbab79463cb1ba76b52ec6013b",
    "frame_token": "ba5c79c2ee1a4985b871f13e6c29cc49",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.3677,0.5519> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728870378113.jpg"
    }
  },
  {
    "scene_token": "26540bfbab79463cb1ba76b52ec6013b",
    "frame_token": "ba5c79c2ee1a4985b871f13e6c29cc49",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, decelerate gradually without braking, and turn left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728870378113.jpg"
    }
  },
  {
    "scene_token": "26540bfbab79463cb1ba76b52ec6013b",
    "frame_token": "ba5c79c2ee1a4985b871f13e6c29cc49",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban construction area with barriers on both sides of the road. The lens obstacle corruption creates a blurred central area in the images, making it challenging to see distant objects clearly. Key objects include a white SUV moving ahead in the front camera at coordinates <0.3677, 0.5519>, another white SUV moving in the back camera at <0.5437, 0.5481>, and a white sedan in the front camera at <0.2986, 0.5624>. Despite the corruption, these vehicles are identifiable and their movements are crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728870378113.jpg"
    }
  },
  {
    "scene_token": "c34206e65a1442828b950b0ca52098b7",
    "frame_token": "10a4d313c9d24514be3b9679b20d0f5d",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. Snow. C. Motion blur. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033794277893.jpg"
    }
  },
  {
    "scene_token": "c34206e65a1442828b950b0ca52098b7",
    "frame_token": "10a4d313c9d24514be3b9679b20d0f5d",
    "question_type": "robust_qas",
    "question": "Which area of the image from CAM_FRONT is affected by lens obstacle corruption?",
    "answer": "The center area of the image is affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033794277893.jpg"
    }
  },
  {
    "scene_token": "c34206e65a1442828b950b0ca52098b7",
    "frame_token": "10a4d313c9d24514be3b9679b20d0f5d",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.5630,0.5806> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a yellow sedan, and the corruption does not affect its movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033794277893.jpg"
    }
  },
  {
    "scene_token": "c34206e65a1442828b950b0ca52098b7",
    "frame_token": "10a4d313c9d24514be3b9679b20d0f5d",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a yellow sedan to the front of the ego vehicle, a man wearing light blue jeans to the front of the ego vehicle, a gray sedan to the back of the ego vehicle, and a white van to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5630,0.5806>, <c2,CAM_FRONT,0.7333,0.5797>, <c3,CAM_BACK,0.4391,0.5556>, and <c4,CAM_BACK,0.5081,0.5452>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033794277893.jpg"
    }
  },
  {
    "scene_token": "c34206e65a1442828b950b0ca52098b7",
    "frame_token": "10a4d313c9d24514be3b9679b20d0f5d",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.5630,0.5806> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a yellow sedan, and the corruption does not change its category.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033794277893.jpg"
    }
  },
  {
    "scene_token": "c34206e65a1442828b950b0ca52098b7",
    "frame_token": "10a4d313c9d24514be3b9679b20d0f5d",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.5630,0.5806> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to decelerate gradually without braking. The reason is to maintain a safe distance, which is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033794277893.jpg"
    }
  },
  {
    "scene_token": "c34206e65a1442828b950b0ca52098b7",
    "frame_token": "10a4d313c9d24514be3b9679b20d0f5d",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Decelerate gradually without braking, keep going at the same speed, slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033794277893.jpg"
    }
  },
  {
    "scene_token": "c34206e65a1442828b950b0ca52098b7",
    "frame_token": "10a4d313c9d24514be3b9679b20d0f5d",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene shows a suburban street with houses on either side. The lens obstacle corruption affects the central part of the images, obscuring some details. Key objects include a yellow sedan moving ahead in the front camera view, a stationary man wearing light blue jeans also in the front view, a gray sedan stationary in the back view, and a white van moving in the back view. Despite the corruption, the general layout of the road and surrounding environment remains discernible.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033794277893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "8e8e071e57d74e6c973ff03a4bf48ec6",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. H256 ABR compression. B. Rain. C. Bright. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107660527893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "8e8e071e57d74e6c973ff03a4bf48ec6",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT is affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107660527893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "8e8e071e57d74e6c973ff03a4bf48ec6",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.6776,0.6009> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "A, Explanation: The object is a blue car turning right, and the corruption does not affect this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107660527893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "8e8e071e57d74e6c973ff03a4bf48ec6",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a blue car to the front of the ego vehicle, a silver sedan to the front of the ego vehicle, and a white sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.6776,0.6009>, <c2,CAM_FRONT,0.8766,0.6148>, and <c3,CAM_BACK,0.5016,0.6000>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107660527893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "8e8e071e57d74e6c973ff03a4bf48ec6",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.6776,0.6009> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a blue car, not a traffic sign or road barrier, and the corruption does not affect this classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107660527893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "8e8e071e57d74e6c973ff03a4bf48ec6",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice that blue car at front camera. The object is turning right, so the ego vehicle should keep going ahead at the same speed. Secondly notice that silver sedan at front camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Thirdly notice that white sedan at back camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107660527893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "8e8e071e57d74e6c973ff03a4bf48ec6",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.6776,0.6009> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed because there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107660527893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "8e8e071e57d74e6c973ff03a4bf48ec6",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, brake gently to a stop, decelerate gradually without braking, slightly offset to the right, change to the right lane, turn left, or turn right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107660527893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "8e8e071e57d74e6c973ff03a4bf48ec6",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene shows a road with a blue car turning right and a silver sedan moving ahead in front of the ego vehicle. A white sedan is moving behind the ego vehicle. The lens obstacle corruption affects the central part of the images, causing a blurred area that obscures some details. Despite this, the key objects remain identifiable: the blue car is at coordinates <c1,CAM_FRONT,0.6776,0.6009>, the silver sedan at <c2,CAM_FRONT,0.8766,0.6148>, and the white sedan at <c3,CAM_BACK,0.5016,0.6000>. The environment is a typical urban setting with trees and buildings visible.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107660527893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "4ebc2b692a244fb991436fde83519b7e",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Bit error. C. Lens obstacle. D. Motion blur",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107676377893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "4ebc2b692a244fb991436fde83519b7e",
    "question_type": "robust_qas",
    "question": "Which camera image shows the most significant lens obstacle corruption?",
    "answer": "The second camera image shows the most significant lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107676377893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "4ebc2b692a244fb991436fde83519b7e",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c1,CAM_FRONT,0.3833,0.5463>? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a gray sedan turning left, and the corruption does not affect this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107676377893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "4ebc2b692a244fb991436fde83519b7e",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a gray sedan to the front of the ego vehicle, a white SUV to the back of the ego vehicle, and a parking sign to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3833,0.5463>, <c2,CAM_BACK,0.5052,0.5806>, and <c3,CAM_FRONT,0.4021,0.5238>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107676377893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "4ebc2b692a244fb991436fde83519b7e",
    "question_type": "robust_qas",
    "question": "With the lens obstacle corruption, is <c1,CAM_FRONT,0.3833,0.5463> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107676377893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "4ebc2b692a244fb991436fde83519b7e",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what object should the ego vehicle notice first when the ego vehicle is getting to the next possible location? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice that parking sign at front camera; the object is a traffic sign, so the ego vehicle should continue ahead at the same speed. Secondly notice that gray sedan at front camera; the object is turning left, so the ego vehicle should continue ahead at the same speed. Thirdly notice that white SUV at back camera; the object is going ahead, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107676377893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "4ebc2b692a244fb991436fde83519b7e",
    "question_type": "robust_qas",
    "question": "With the lens obstacle corruption, what actions could the ego vehicle take based on <c1,CAM_FRONT,0.3833,0.5463>? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed because there is no safety issue. The probability of taking this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107676377893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "4ebc2b692a244fb991436fde83519b7e",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3833,0.5463>?",
    "answer": "No action taken by the ego vehicle will lead to a collision with <c1,CAM_FRONT,0.3833,0.5463>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107676377893.jpg"
    }
  },
  {
    "scene_token": "f9e460f092c94466b1211704b5a8859d",
    "frame_token": "4ebc2b692a244fb991436fde83519b7e",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is partially obscured by lens obstacle corruption, creating blurred areas in the images. Despite this, key objects are identifiable: a gray sedan is moving in front of the ego vehicle, a white SUV is positioned behind, and a parking sign is visible ahead. The road is lined with trees and buildings, and the weather appears overcast, affecting visibility slightly. The corruption primarily affects the central areas of the images, but the ego vehicle can still navigate safely.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107676377893.jpg"
    }
  },
  {
    "scene_token": "10dfdae842b543938a230f25a1e9f934",
    "frame_token": "2e3ff2906bc94da5943ac308568a88e1",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Rain. B. H256 ABR compression. C. Lens obstacle. D. Dark",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280309927893.jpg"
    }
  },
  {
    "scene_token": "10dfdae842b543938a230f25a1e9f934",
    "frame_token": "2e3ff2906bc94da5943ac308568a88e1",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280309927893.jpg"
    }
  },
  {
    "scene_token": "10dfdae842b543938a230f25a1e9f934",
    "frame_token": "2e3ff2906bc94da5943ac308568a88e1",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT,0.5261,0.6639> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a black sedan that is turning right, and this remains unchanged despite the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280309927893.jpg"
    }
  },
  {
    "scene_token": "10dfdae842b543938a230f25a1e9f934",
    "frame_token": "2e3ff2906bc94da5943ac308568a88e1",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a silver sedan to the front left of the ego vehicle, a black sedan to the front of the ego vehicle, and a red car to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_LEFT,0.5312,0.5686>, <c2,CAM_FRONT,0.5261,0.6639>, and <c3,CAM_FRONT_RIGHT,0.2531,0.7898>. The corruption does not affect the identification of these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280309927893.jpg"
    }
  },
  {
    "scene_token": "10dfdae842b543938a230f25a1e9f934",
    "frame_token": "2e3ff2906bc94da5943ac308568a88e1",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_LEFT,0.5312,0.5686> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a silver sedan, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280309927893.jpg"
    }
  },
  {
    "scene_token": "10dfdae842b543938a230f25a1e9f934",
    "frame_token": "2e3ff2906bc94da5943ac308568a88e1",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice that black sedan at front camera. The object is turning right, so the ego vehicle should decelerate gradually until it comes to a stop. Secondly notice that red car at right camera. The object is stationary, so the ego vehicle should decelerate gradually until it comes to a stop. Thirdly notice that silver sedan at left camera. The object is stationary, so the ego vehicle should decelerate gradually until it comes to a stop. The corruption does not alter the sequence of noticing these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280309927893.jpg"
    }
  },
  {
    "scene_token": "10dfdae842b543938a230f25a1e9f934",
    "frame_token": "2e3ff2906bc94da5943ac308568a88e1",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.5312,0.5686> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to brake gently to a stop because there is no safety issue. The probability of this action is high. The corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280309927893.jpg"
    }
  },
  {
    "scene_token": "10dfdae842b543938a230f25a1e9f934",
    "frame_token": "2e3ff2906bc94da5943ac308568a88e1",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Brake gently to a stop or continue at the same speed. The corruption does not change these safe actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280309927893.jpg"
    }
  },
  {
    "scene_token": "10dfdae842b543938a230f25a1e9f934",
    "frame_token": "2e3ff2906bc94da5943ac308568a88e1",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a parking area with several vehicles around. The lens obstacle corruption affects the visibility in some images, particularly CAM_FRONT_RIGHT, where a red car is partially obscured. A black sedan is moving ahead in the CAM_FRONT view, and a silver sedan is stationary in the CAM_FRONT_LEFT view. Despite the corruption, the key objects remain identifiable, allowing for safe navigation decisions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280309927893.jpg"
    }
  },
  {
    "scene_token": "242ac1b59fec4e0c9c200ffca81775e2",
    "frame_token": "d1128584076d4fa2bd256d3584340018",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Zoom blur. B. Lens obstacle. C. Fog. D. Bright",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193266427893.jpg"
    }
  },
  {
    "scene_token": "242ac1b59fec4e0c9c200ffca81775e2",
    "frame_token": "d1128584076d4fa2bd256d3584340018",
    "question_type": "robust_qas",
    "question": "Which camera image shows the most significant lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_RIGHT shows the most significant lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193266427893.jpg"
    }
  },
  {
    "scene_token": "242ac1b59fec4e0c9c200ffca81775e2",
    "frame_token": "d1128584076d4fa2bd256d3584340018",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decision?",
    "answer": "There is an orange-red bus to the front of the ego vehicle, a pedestrian wearing a green shirt to the front left of the ego vehicle, and a black small car to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.2323,0.4722>, <c2,CAM_FRONT_LEFT,0.3047,0.7028>, and <c3,CAM_FRONT_RIGHT,0.5849,0.5852>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193266427893.jpg"
    }
  },
  {
    "scene_token": "242ac1b59fec4e0c9c200ffca81775e2",
    "frame_token": "d1128584076d4fa2bd256d3584340018",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.2323,0.4722> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is an orange-red bus, and despite the corruption, it is turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193266427893.jpg"
    }
  },
  {
    "scene_token": "242ac1b59fec4e0c9c200ffca81775e2",
    "frame_token": "d1128584076d4fa2bd256d3584340018",
    "question_type": "robust_qas",
    "question": "Given the lens obstacle corruption, what object should the ego vehicle notice first when approaching the next location, and what action should it take?",
    "answer": "Firstly, notice the pedestrian wearing a green shirt at the front left camera. It is going ahead, so the ego vehicle should turn left. Secondly, notice the orange-red bus at the front camera. It is turning left, so the ego vehicle should turn left. Thirdly, notice the black small car at the front right camera. It is turning left, so the ego vehicle should turn left.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193266427893.jpg"
    }
  },
  {
    "scene_token": "242ac1b59fec4e0c9c200ffca81775e2",
    "frame_token": "d1128584076d4fa2bd256d3584340018",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.2323,0.4722> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is an orange-red bus, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193266427893.jpg"
    }
  },
  {
    "scene_token": "242ac1b59fec4e0c9c200ffca81775e2",
    "frame_token": "d1128584076d4fa2bd256d3584340018",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.2323,0.4722>?",
    "answer": "Accelerating and going straight can lead to a collision with <c1,CAM_FRONT,0.2323,0.4722>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193266427893.jpg"
    }
  },
  {
    "scene_token": "242ac1b59fec4e0c9c200ffca81775e2",
    "frame_token": "d1128584076d4fa2bd256d3584340018",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Turn left, decelerate gradually without braking, and continue at the same speed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193266427893.jpg"
    }
  },
  {
    "scene_token": "242ac1b59fec4e0c9c200ffca81775e2",
    "frame_token": "d1128584076d4fa2bd256d3584340018",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, with significant lens obstacle corruption affecting visibility. An orange-red bus is moving ahead in the front camera view, positioned at coordinates <c1,CAM_FRONT,0.2323,0.4722>. To the front left, a pedestrian wearing a green shirt is walking, located at <c2,CAM_FRONT_LEFT,0.3047,0.7028>. A black small car is visible to the front right, moving at <c3,CAM_FRONT_RIGHT,0.5849,0.5852>. The corruption obscures parts of the images, making it challenging to perceive the full scene.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193266427893.jpg"
    }
  },
  {
    "scene_token": "9e7d5adad1514dd79292e9318b7a443c",
    "frame_token": "71eb8dbcd81c4844b81e4e40d7c3a017",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Dark. B. Snow. C. Lens obstacle. D. Motion blur",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708377028113.jpg"
    }
  },
  {
    "scene_token": "9e7d5adad1514dd79292e9318b7a443c",
    "frame_token": "71eb8dbcd81c4844b81e4e40d7c3a017",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_BACK_LEFT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708377028113.jpg"
    }
  },
  {
    "scene_token": "9e7d5adad1514dd79292e9318b7a443c",
    "frame_token": "71eb8dbcd81c4844b81e4e40d7c3a017",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a gray sedan to the front of the ego vehicle, a gray-green sedan to the back left of the ego vehicle, a man wearing khaki pants to the front right of the ego vehicle, a light gray sedan to the back of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.2984,0.5991>, <c2,CAM_BACK_LEFT,0.3016,0.7287>, <c3,CAM_FRONT_RIGHT,0.0000,0.7278>, <c4,CAM_BACK,0.4797,0.7297>, and <c5,CAM_FRONT,0.6315,0.4329>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708377028113.jpg"
    }
  },
  {
    "scene_token": "9e7d5adad1514dd79292e9318b7a443c",
    "frame_token": "71eb8dbcd81c4844b81e4e40d7c3a017",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.2984,0.5991> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "C, Explanation: The object is a gray sedan moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708377028113.jpg"
    }
  },
  {
    "scene_token": "9e7d5adad1514dd79292e9318b7a443c",
    "frame_token": "71eb8dbcd81c4844b81e4e40d7c3a017",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.2984,0.5991> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708377028113.jpg"
    }
  },
  {
    "scene_token": "9e7d5adad1514dd79292e9318b7a443c",
    "frame_token": "71eb8dbcd81c4844b81e4e40d7c3a017",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.2984,0.5991> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep stationary, the reason is to follow the traffic rules, high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708377028113.jpg"
    }
  },
  {
    "scene_token": "9e7d5adad1514dd79292e9318b7a443c",
    "frame_token": "71eb8dbcd81c4844b81e4e40d7c3a017",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c2,CAM_BACK_LEFT,0.3016,0.7287> considering the lens obstacle corruption?",
    "answer": "Sharp left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708377028113.jpg"
    }
  },
  {
    "scene_token": "9e7d5adad1514dd79292e9318b7a443c",
    "frame_token": "71eb8dbcd81c4844b81e4e40d7c3a017",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is an urban environment with several vehicles and pedestrians. A gray sedan is moving ahead in front of the ego vehicle, positioned at <c1,CAM_FRONT,0.2984,0.5991>. A stationary gray-green sedan is located at the back left, at <c2,CAM_BACK_LEFT,0.3016,0.7287>. A man wearing khaki pants is moving at the front right, at <c3,CAM_FRONT_RIGHT,0.0000,0.7278>. There is a light gray sedan stationary at the back, at <c4,CAM_BACK,0.4797,0.7297>. A red light is visible at the front, at <c5,CAM_FRONT,0.6315,0.4329>. The lens obstacle corruption affects visibility, particularly in the CAM_BACK_LEFT image.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708377028113.jpg"
    }
  },
  {
    "scene_token": "fd2d419d4cf84a2d84922b9b7d2cea4d",
    "frame_token": "3c8a9403f85d4620abc3a64e0a235c7b",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Motion blur. B. Bit error. C. Lens obstacle. D. Snow",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_BACK_RIGHT__1535731384778113.jpg"
    }
  },
  {
    "scene_token": "fd2d419d4cf84a2d84922b9b7d2cea4d",
    "frame_token": "3c8a9403f85d4620abc3a64e0a235c7b",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "CAM_FRONT is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_BACK_RIGHT__1535731384778113.jpg"
    }
  },
  {
    "scene_token": "fd2d419d4cf84a2d84922b9b7d2cea4d",
    "frame_token": "3c8a9403f85d4620abc3a64e0a235c7b",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a person in a gray shirt to the back of the ego vehicle, a silver sedan to the front of the ego vehicle, a white sedan to the back of the ego vehicle, a black sedan to the back of the ego vehicle, and a white SUV to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.0477,0.6563>, <c2,CAM_FRONT,0.3266,0.6269>, <c3,CAM_BACK,0.7599,0.6361>, <c4,CAM_BACK,0.5114,0.6564>, and <c5,CAM_FRONT_LEFT,0.2415,0.6039>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_BACK_RIGHT__1535731384778113.jpg"
    }
  },
  {
    "scene_token": "fd2d419d4cf84a2d84922b9b7d2cea4d",
    "frame_token": "3c8a9403f85d4620abc3a64e0a235c7b",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT,0.3266,0.6269> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a silver sedan moving ahead despite the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_BACK_RIGHT__1535731384778113.jpg"
    }
  },
  {
    "scene_token": "fd2d419d4cf84a2d84922b9b7d2cea4d",
    "frame_token": "3c8a9403f85d4620abc3a64e0a235c7b",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.0477,0.6563> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary pedestrian, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_BACK_RIGHT__1535731384778113.jpg"
    }
  },
  {
    "scene_token": "fd2d419d4cf84a2d84922b9b7d2cea4d",
    "frame_token": "3c8a9403f85d4620abc3a64e0a235c7b",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.0477,0.6563> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_BACK_RIGHT__1535731384778113.jpg"
    }
  },
  {
    "scene_token": "fd2d419d4cf84a2d84922b9b7d2cea4d",
    "frame_token": "3c8a9403f85d4620abc3a64e0a235c7b",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT,0.3266,0.6269> considering the lens obstacle corruption?",
    "answer": "Moderate left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_BACK_RIGHT__1535731384778113.jpg"
    }
  },
  {
    "scene_token": "fd2d419d4cf84a2d84922b9b7d2cea4d",
    "frame_token": "3c8a9403f85d4620abc3a64e0a235c7b",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban intersection with several buildings and vehicles present. Due to the lens obstacle corruption, the central part of the images is blurred, making it challenging to perceive details. Key objects include a stationary pedestrian in a gray shirt at the back, a moving silver sedan at the front, a moving white sedan and black sedan at the back, and a moving white SUV to the front left. These objects are positioned at various coordinates, indicating their relative positions to the ego vehicle.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_BACK_RIGHT__1535731384778113.jpg"
    }
  },
  {
    "scene_token": "e71f69d57d944b6cb0ffc516a88b6104",
    "frame_token": "6bfbe35d2a46497e8acd48b21be72f06",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Bright. C. Water splash. D. Dark",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg"
    }
  },
  {
    "scene_token": "e71f69d57d944b6cb0ffc516a88b6104",
    "frame_token": "6bfbe35d2a46497e8acd48b21be72f06",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_BACK image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg"
    }
  },
  {
    "scene_token": "e71f69d57d944b6cb0ffc516a88b6104",
    "frame_token": "6bfbe35d2a46497e8acd48b21be72f06",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white SUV to the back right of the ego vehicle, an unknown object to the back of the ego vehicle, and an object unable to confirm to the back of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_RIGHT,0.2062,0.6269>, <c2,CAM_BACK,0.4224,0.5158>, and <c3,CAM_BACK,0.3073,0.5842>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg"
    }
  },
  {
    "scene_token": "e71f69d57d944b6cb0ffc516a88b6104",
    "frame_token": "6bfbe35d2a46497e8acd48b21be72f06",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK_RIGHT,0.2062,0.6269> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a white SUV and is turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg"
    }
  },
  {
    "scene_token": "e71f69d57d944b6cb0ffc516a88b6104",
    "frame_token": "6bfbe35d2a46497e8acd48b21be72f06",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that white SUV at right rear camera. The object is turning left, so the ego vehicle should continue ahead at the same speed. Secondly, notice that unable to confirm at back camera. The object is going ahead, so the ego vehicle should continue ahead at the same speed. Thirdly, notice that unknown at back camera. The object is stationary, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg"
    }
  },
  {
    "scene_token": "e71f69d57d944b6cb0ffc516a88b6104",
    "frame_token": "6bfbe35d2a46497e8acd48b21be72f06",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK_RIGHT,0.2062,0.6269> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg"
    }
  },
  {
    "scene_token": "e71f69d57d944b6cb0ffc516a88b6104",
    "frame_token": "6bfbe35d2a46497e8acd48b21be72f06",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK_RIGHT,0.2062,0.6269> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to avoid a collision, which is high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg"
    }
  },
  {
    "scene_token": "e71f69d57d944b6cb0ffc516a88b6104",
    "frame_token": "6bfbe35d2a46497e8acd48b21be72f06",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the left, and slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg"
    }
  },
  {
    "scene_token": "e71f69d57d944b6cb0ffc516a88b6104",
    "frame_token": "6bfbe35d2a46497e8acd48b21be72f06",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, with a noticeable lens obstacle corruption affecting visibility. A white SUV is moving to the back right of the ego vehicle, identified at coordinates <c1,CAM_BACK_RIGHT,0.2062,0.6269>. An unknown object is stationary at the back of the ego vehicle, located at <c2,CAM_BACK,0.4224,0.5158>. Another object, unable to confirm, is moving at the back, positioned at <c3,CAM_BACK,0.3073,0.5842>. The road appears to curve slightly, and the surroundings are dark, with limited visibility due to the corruption.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "1bd11478010c476da4dad2c10168f811",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Rain. B. Image compression. C. Motion blur. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107762927893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "1bd11478010c476da4dad2c10168f811",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107762927893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "1bd11478010c476da4dad2c10168f811",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a gray sedan to the front of the ego vehicle, a white sedan to the front of the ego vehicle, a white sedan to the back of the ego vehicle, a man with a red hat to the front left of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3428,0.6324>, <c2,CAM_FRONT,0.0479,0.5620>, <c3,CAM_BACK,0.5339,0.6519>, <c4,CAM_FRONT_LEFT,0.8521,0.5908>, and <c5,CAM_FRONT,0.9144,0.4198>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107762927893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "1bd11478010c476da4dad2c10168f811",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.3428,0.6324> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a gray sedan moving ahead, but the corruption may affect visibility.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107762927893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "1bd11478010c476da4dad2c10168f811",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.3428,0.6324> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107762927893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "1bd11478010c476da4dad2c10168f811",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3428,0.6324> considering the lens obstacle corruption?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107762927893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "1bd11478010c476da4dad2c10168f811",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Decelerate gradually without braking, turn left, turn right, slightly offset to the left, slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107762927893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "1bd11478010c476da4dad2c10168f811",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is affected by lens obstacle corruption, creating a blurred area in the center of the images. Key objects include a gray sedan moving ahead in the CAM_FRONT view, a stationary white sedan also in the CAM_FRONT view, a moving white sedan in the CAM_BACK view, a pedestrian with a red hat in the CAM_FRONT_LEFT view, and a green traffic light in the CAM_FRONT view. The environment includes urban elements like buildings and greenery, but visibility is compromised due to the corruption.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107762927893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "23f212b3c76f4daebe7516b317f59442",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Sensor failure. B. Lens obstacle. C. Fog. D. Saturate",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107764427893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "23f212b3c76f4daebe7516b317f59442",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107764427893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "23f212b3c76f4daebe7516b317f59442",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a gray sedan car to the front of the ego vehicle, a white sedan car to the front left of the ego vehicle, a white sedan to the back of the ego vehicle, a worker wearing a yellow safety helmet to the front left of the ego vehicle, a green light to the front right of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3398,0.6278>, <c2,CAM_FRONT_LEFT,0.9563,0.5648>, <c3,CAM_BACK,0.5901,0.6539>, <c4,CAM_FRONT_LEFT,0.7651,0.5963>, <c5,CAM_FRONT_RIGHT,0.1835,0.4091>, and <c6,CAM_FRONT,0.7141,0.3758>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107764427893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "23f212b3c76f4daebe7516b317f59442",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.3398,0.6278> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a gray sedan car moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107764427893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "23f212b3c76f4daebe7516b317f59442",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, is <c1,CAM_FRONT,0.3398,0.6278> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a gray sedan car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107764427893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "23f212b3c76f4daebe7516b317f59442",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the right, and slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107764427893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "23f212b3c76f4daebe7516b317f59442",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.3398,0.6278> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107764427893.jpg"
    }
  },
  {
    "scene_token": "04061484361145f5ac6f90a5103b84a6",
    "frame_token": "23f212b3c76f4daebe7516b317f59442",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with several vehicles and pedestrians. A gray sedan car is moving ahead in the CAM_FRONT view, while a white sedan is stationary to the front left. A worker wearing a yellow safety helmet is visible in the CAM_FRONT_LEFT view. The CAM_BACK view shows another white sedan moving. Traffic lights are green in both the CAM_FRONT and CAM_FRONT_RIGHT views. The lens obstacle corruption affects the central part of the CAM_FRONT and CAM_FRONT_LEFT images, obscuring some details.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107764427893.jpg"
    }
  },
  {
    "scene_token": "76b36918bd4c487581a4196ffd1b1434",
    "frame_token": "acbf365ee227415b9e6377da815edd41",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Rain. B. Bit error. C. Zoom blur. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296993378113.jpg"
    }
  },
  {
    "scene_token": "76b36918bd4c487581a4196ffd1b1434",
    "frame_token": "acbf365ee227415b9e6377da815edd41",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296993378113.jpg"
    }
  },
  {
    "scene_token": "76b36918bd4c487581a4196ffd1b1434",
    "frame_token": "acbf365ee227415b9e6377da815edd41",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.7636,0.6019> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "B, Explanation: Despite the lens obstacle corruption, the white sedan car is still turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296993378113.jpg"
    }
  },
  {
    "scene_token": "76b36918bd4c487581a4196ffd1b1434",
    "frame_token": "acbf365ee227415b9e6377da815edd41",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white sedan car to the front of the ego vehicle, a white sedan to the back of the ego vehicle, a blue SUV to the front right of the ego vehicle, a black SUV to the front of the ego vehicle, a black pickup truck to the front left of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.7636,0.6019>, <c2,CAM_BACK,0.1432,0.7111>, <c3,CAM_FRONT_RIGHT,0.5800,0.6640>, <c4,CAM_FRONT,0.5911,0.5537>, <c5,CAM_FRONT_LEFT,0.5479,0.7472>, and <c6,CAM_FRONT,0.6088,0.2931>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296993378113.jpg"
    }
  },
  {
    "scene_token": "76b36918bd4c487581a4196ffd1b1434",
    "frame_token": "acbf365ee227415b9e6377da815edd41",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.7636,0.6019> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296993378113.jpg"
    }
  },
  {
    "scene_token": "76b36918bd4c487581a4196ffd1b1434",
    "frame_token": "acbf365ee227415b9e6377da815edd41",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.7636,0.6019> considering the lens obstacle corruption?",
    "answer": "Accelerate and go straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296993378113.jpg"
    }
  },
  {
    "scene_token": "76b36918bd4c487581a4196ffd1b1434",
    "frame_token": "acbf365ee227415b9e6377da815edd41",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop and brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296993378113.jpg"
    }
  },
  {
    "scene_token": "76b36918bd4c487581a4196ffd1b1434",
    "frame_token": "acbf365ee227415b9e6377da815edd41",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is set in an urban environment on a rainy day, with lens obstacle corruption affecting visibility. A white sedan car is moving to the front of the ego vehicle, positioned at coordinates <c1,CAM_FRONT,0.7636,0.6019>. A stationary white sedan is located behind the ego vehicle at <c2,CAM_BACK,0.1432,0.7111>. To the front right, a blue SUV is stationary at <c3,CAM_FRONT_RIGHT,0.5800,0.6640>. A black SUV is moving in front of the ego vehicle at <c4,CAM_FRONT,0.5911,0.5537>, and a black pickup truck is moving to the front left at <c5,CAM_FRONT_LEFT,0.5479,0.7472>. A red light is visible at <c6,CAM_FRONT,0.6088,0.2931>, indicating the need for caution.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296993378113.jpg"
    }
  },
  {
    "scene_token": "c075fbdd97124beaba95bc5c25149f30",
    "frame_token": "007cbcb1390c440fb48baf3478d1b529",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Dark. C. Bit error. D. Snow",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884538377893.jpg"
    }
  },
  {
    "scene_token": "c075fbdd97124beaba95bc5c25149f30",
    "frame_token": "007cbcb1390c440fb48baf3478d1b529",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_LEFT is most affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884538377893.jpg"
    }
  },
  {
    "scene_token": "c075fbdd97124beaba95bc5c25149f30",
    "frame_token": "007cbcb1390c440fb48baf3478d1b529",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c1,CAM_FRONT,0.4573,0.5769>? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is moving and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884538377893.jpg"
    }
  },
  {
    "scene_token": "c075fbdd97124beaba95bc5c25149f30",
    "frame_token": "007cbcb1390c440fb48baf3478d1b529",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene given the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is an orange to the front of the ego vehicle, a blue to the back of the ego vehicle, a purple to the front of the ego vehicle, a pink to the front left of the ego vehicle, and a brown to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4573,0.5769>, <c2,CAM_BACK,0.5792,0.5944>, <c3,CAM_FRONT,0.3636,0.5713>, <c4,CAM_FRONT_LEFT,0.9029,0.4947>, and <c5,CAM_BACK,0.8566,0.4954>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884538377893.jpg"
    }
  },
  {
    "scene_token": "c075fbdd97124beaba95bc5c25149f30",
    "frame_token": "007cbcb1390c440fb48baf3478d1b529",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.4573,0.5769> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is not a traffic sign or road barrier, and the corruption does not change this identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884538377893.jpg"
    }
  },
  {
    "scene_token": "c075fbdd97124beaba95bc5c25149f30",
    "frame_token": "007cbcb1390c440fb48baf3478d1b529",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Change to the right lane, keep going at the same speed, decelerate gradually without braking, slightly offset to the right, and turn right. The corruption does not affect these actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884538377893.jpg"
    }
  },
  {
    "scene_token": "c075fbdd97124beaba95bc5c25149f30",
    "frame_token": "007cbcb1390c440fb48baf3478d1b529",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.4573,0.5769> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability of this action is high. The corruption does not impact this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884538377893.jpg"
    }
  },
  {
    "scene_token": "c075fbdd97124beaba95bc5c25149f30",
    "frame_token": "007cbcb1390c440fb48baf3478d1b529",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a road with some construction and vehicles present. The lens obstacle corruption affects the visibility in some areas, particularly in the CAM_FRONT_LEFT image. Key objects include an orange object at the front of the ego vehicle, a blue object at the back, a purple object also at the front, a pink object to the front left, and a brown object at the back. Despite the corruption, these objects are identifiable and positioned as follows: <c1,CAM_FRONT,0.4573,0.5769>, <c2,CAM_BACK,0.5792,0.5944>, <c3,CAM_FRONT,0.3636,0.5713>, <c4,CAM_FRONT_LEFT,0.9029,0.4947>, and <c5,CAM_BACK,0.8566,0.4954>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884538377893.jpg"
    }
  },
  {
    "scene_token": "b0b26c1e5a1140e69598422f12ae1dc0",
    "frame_token": "e256cf1605074ced9afc24d78efd5449",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Water splash. B. Bright. C. Fog. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153459878113.jpg"
    }
  },
  {
    "scene_token": "b0b26c1e5a1140e69598422f12ae1dc0",
    "frame_token": "e256cf1605074ced9afc24d78efd5449",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153459878113.jpg"
    }
  },
  {
    "scene_token": "b0b26c1e5a1140e69598422f12ae1dc0",
    "frame_token": "e256cf1605074ced9afc24d78efd5449",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.4651,0.5120> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a white truck moving to the left, and the corruption does not obscure its movement direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153459878113.jpg"
    }
  },
  {
    "scene_token": "b0b26c1e5a1140e69598422f12ae1dc0",
    "frame_token": "e256cf1605074ced9afc24d78efd5449",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the front of the ego vehicle, an orange truck to the back of the ego vehicle, a red truck to the back of the ego vehicle, a white SUV to the back of the ego vehicle, and a black sedan to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4651,0.5120>, <c2,CAM_BACK,0.5958,0.5306>, <c3,CAM_BACK,0.5261,0.5333>, <c4,CAM_BACK,0.4948,0.5436>, and <c5,CAM_FRONT_RIGHT,0.1729,0.6352>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153459878113.jpg"
    }
  },
  {
    "scene_token": "b0b26c1e5a1140e69598422f12ae1dc0",
    "frame_token": "e256cf1605074ced9afc24d78efd5449",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.4651,0.5120> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, and the corruption does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153459878113.jpg"
    }
  },
  {
    "scene_token": "b0b26c1e5a1140e69598422f12ae1dc0",
    "frame_token": "e256cf1605074ced9afc24d78efd5449",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.4651,0.5120> considering the lens obstacle corruption?",
    "answer": "Accelerate and go straight. The corruption does not obscure the path of the white truck.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153459878113.jpg"
    }
  },
  {
    "scene_token": "b0b26c1e5a1140e69598422f12ae1dc0",
    "frame_token": "e256cf1605074ced9afc24d78efd5449",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, decelerate gradually without braking. The corruption does not affect the visibility of safe paths.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153459878113.jpg"
    }
  },
  {
    "scene_token": "b0b26c1e5a1140e69598422f12ae1dc0",
    "frame_token": "e256cf1605074ced9afc24d78efd5449",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with buildings on both sides. The lens obstacle corruption creates a blurred area in the center of the CAM_FRONT and CAM_FRONT_RIGHT images, partially obscuring the road ahead. Key objects include a white truck moving in the front view, an orange and a red truck moving behind the ego vehicle, a stationary white SUV also behind, and a black sedan stationary to the front right. Despite the corruption, these objects remain identifiable by their positions and descriptions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153459878113.jpg"
    }
  },
  {
    "scene_token": "773e6b4f990f4044bed5ea7036ea7c3b",
    "frame_token": "f5a6ae68835e475b89d287144cf18057",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Dark. B. Motion blur. C. Zoom blur. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985594277893.jpg"
    }
  },
  {
    "scene_token": "773e6b4f990f4044bed5ea7036ea7c3b",
    "frame_token": "f5a6ae68835e475b89d287144cf18057",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_LEFT image is affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985594277893.jpg"
    }
  },
  {
    "scene_token": "773e6b4f990f4044bed5ea7036ea7c3b",
    "frame_token": "f5a6ae68835e475b89d287144cf18057",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.1626,0.7806> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "A, Explanation: The object is a black sedan moving to the left, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985594277893.jpg"
    }
  },
  {
    "scene_token": "773e6b4f990f4044bed5ea7036ea7c3b",
    "frame_token": "f5a6ae68835e475b89d287144cf18057",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for future reasoning and driving decisions.",
    "answer": "There is a black sedan to the back of the ego vehicle, a man in a green shirt to the front left of the ego vehicle, a black SUV to the back of the ego vehicle, and a black sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.1626,0.7806>, <c2,CAM_FRONT_LEFT,0.6646,0.5009>, <c3,CAM_BACK,0.5766,0.6564>, and <c4,CAM_FRONT,0.5729,0.5917>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985594277893.jpg"
    }
  },
  {
    "scene_token": "773e6b4f990f4044bed5ea7036ea7c3b",
    "frame_token": "f5a6ae68835e475b89d287144cf18057",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.1626,0.7806> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, and is unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985594277893.jpg"
    }
  },
  {
    "scene_token": "773e6b4f990f4044bed5ea7036ea7c3b",
    "frame_token": "f5a6ae68835e475b89d287144cf18057",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking. The corruption does not affect the visibility of key objects.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985594277893.jpg"
    }
  },
  {
    "scene_token": "773e6b4f990f4044bed5ea7036ea7c3b",
    "frame_token": "f5a6ae68835e475b89d287144cf18057",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.1626,0.7806> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to maintain a safe distance, which is high. The corruption does not impact the decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985594277893.jpg"
    }
  },
  {
    "scene_token": "773e6b4f990f4044bed5ea7036ea7c3b",
    "frame_token": "f5a6ae68835e475b89d287144cf18057",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene shows a road with moderate traffic. The CAM_FRONT_LEFT image is partially obscured by lens obstacle corruption, affecting visibility. Key objects include a black sedan moving to the left in the CAM_BACK image, a man in a green shirt moving in the CAM_FRONT_LEFT image, a black SUV in the CAM_BACK image, and another black sedan in the CAM_FRONT image. Despite the corruption, the positions and movements of these objects are clear, allowing for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985594277893.jpg"
    }
  },
  {
    "scene_token": "c7b8d96173bf41dc8df8c0d16adfc71e",
    "frame_token": "c221e48870e14532a876b0d01bab9f35",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bright. B. Saturate. C. Bit error. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985165627893.jpg"
    }
  },
  {
    "scene_token": "c7b8d96173bf41dc8df8c0d16adfc71e",
    "frame_token": "c221e48870e14532a876b0d01bab9f35",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from the CAM_FRONT is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985165627893.jpg"
    }
  },
  {
    "scene_token": "c7b8d96173bf41dc8df8c0d16adfc71e",
    "frame_token": "c221e48870e14532a876b0d01bab9f35",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a gray sedan to the back right of the ego vehicle, a green bus to the back of the ego vehicle, and a left turn landmark line to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_RIGHT,0.3547,0.7130>, <c2,CAM_BACK,0.1886,0.6361>, and <c3,CAM_FRONT,0.5000,0.9194>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985165627893.jpg"
    }
  },
  {
    "scene_token": "c7b8d96173bf41dc8df8c0d16adfc71e",
    "frame_token": "c221e48870e14532a876b0d01bab9f35",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.1886,0.6361> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a green bus, and it is turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985165627893.jpg"
    }
  },
  {
    "scene_token": "c7b8d96173bf41dc8df8c0d16adfc71e",
    "frame_token": "c221e48870e14532a876b0d01bab9f35",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice left turn landmark line at front camera. It is a traffic sign, so the ego vehicle should slow down and continue ahead. Secondly, notice gray sedan at right rear camera. It is stationary, so the ego vehicle should continue ahead at the same speed. Thirdly, notice green bus at back camera. It is turning left, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985165627893.jpg"
    }
  },
  {
    "scene_token": "c7b8d96173bf41dc8df8c0d16adfc71e",
    "frame_token": "c221e48870e14532a876b0d01bab9f35",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK_RIGHT,0.3547,0.7130> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985165627893.jpg"
    }
  },
  {
    "scene_token": "c7b8d96173bf41dc8df8c0d16adfc71e",
    "frame_token": "c221e48870e14532a876b0d01bab9f35",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c2,CAM_BACK,0.1886,0.6361> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985165627893.jpg"
    }
  },
  {
    "scene_token": "c7b8d96173bf41dc8df8c0d16adfc71e",
    "frame_token": "c221e48870e14532a876b0d01bab9f35",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK_RIGHT,0.3547,0.7130> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that the object has little reference value for the ego vehicle, high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985165627893.jpg"
    }
  },
  {
    "scene_token": "c7b8d96173bf41dc8df8c0d16adfc71e",
    "frame_token": "c221e48870e14532a876b0d01bab9f35",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a road with a left turn landmark line visible in front of the ego vehicle, indicating a potential turn. A gray sedan is stationary to the back right, and a green bus is moving to the back, turning left. The lens obstacle corruption affects the visibility of these objects, particularly in the front camera, where a large blur obscures part of the scene. Despite the corruption, the key objects remain identifiable, allowing for continued navigation decisions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985165627893.jpg"
    }
  },
  {
    "scene_token": "22daa579e9d54040b3f76a4eeef3a587",
    "frame_token": "ffef59aafdc441ae8ae760d946964a5c",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Saturate. C. Lens obstacle. D. Bit error",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708595678113.jpg"
    }
  },
  {
    "scene_token": "22daa579e9d54040b3f76a4eeef3a587",
    "frame_token": "ffef59aafdc441ae8ae760d946964a5c",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708595678113.jpg"
    }
  },
  {
    "scene_token": "22daa579e9d54040b3f76a4eeef3a587",
    "frame_token": "ffef59aafdc441ae8ae760d946964a5c",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT_RIGHT,0.0261,0.5981> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "B, Explanation: The object is a red small car turning left, and the corruption does not affect this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708595678113.jpg"
    }
  },
  {
    "scene_token": "22daa579e9d54040b3f76a4eeef3a587",
    "frame_token": "ffef59aafdc441ae8ae760d946964a5c",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white small car to the front of the ego vehicle, a red small car to the front right of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.6739,0.5750>, <c2,CAM_FRONT_RIGHT,0.0261,0.5981>, and <c3,CAM_FRONT,0.5239,0.3076>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708595678113.jpg"
    }
  },
  {
    "scene_token": "22daa579e9d54040b3f76a4eeef3a587",
    "frame_token": "ffef59aafdc441ae8ae760d946964a5c",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that red light at front camera. The object is a traffic sign and the ego vehicle should stop. Secondly, notice that white small car at front camera. The object is stationary and the ego vehicle should stop. Thirdly, notice that red small car at right camera. The object is turning left and the ego vehicle should stop. The corruption does not affect these priorities.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708595678113.jpg"
    }
  },
  {
    "scene_token": "22daa579e9d54040b3f76a4eeef3a587",
    "frame_token": "ffef59aafdc441ae8ae760d946964a5c",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.6739,0.5750> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white small car, and the corruption does not change this identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708595678113.jpg"
    }
  },
  {
    "scene_token": "22daa579e9d54040b3f76a4eeef3a587",
    "frame_token": "ffef59aafdc441ae8ae760d946964a5c",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.6739,0.5750> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to remain stationary. The reason for this action is to follow traffic rules. The probability of this action is low. The corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708595678113.jpg"
    }
  },
  {
    "scene_token": "22daa579e9d54040b3f76a4eeef3a587",
    "frame_token": "ffef59aafdc441ae8ae760d946964a5c",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.6739,0.5750> considering the lens obstacle corruption?",
    "answer": "Slight right turn. The corruption does not obscure the vehicle, so this action remains risky.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708595678113.jpg"
    }
  },
  {
    "scene_token": "22daa579e9d54040b3f76a4eeef3a587",
    "frame_token": "ffef59aafdc441ae8ae760d946964a5c",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street scene with several vehicles and a traffic light. The lens obstacle corruption creates blurred areas in the images, particularly affecting the front and side views. Key objects include a stationary white small car at coordinates <c1,CAM_FRONT,0.6739,0.5750>, a moving red small car turning left at <c2,CAM_FRONT_RIGHT,0.0261,0.5981>, and a red light at <c3,CAM_FRONT,0.5239,0.3076>. Despite the corruption, these objects are identifiable and crucial for decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708595678113.jpg"
    }
  },
  {
    "scene_token": "87a71839e68b46da8e91fb5f21b50c1c",
    "frame_token": "d09b0b7070c54ec6ab0554fa10268ed8",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Snow. B. Lens obstacle. C. Motion blur. D. Fog",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708062628113.jpg"
    }
  },
  {
    "scene_token": "87a71839e68b46da8e91fb5f21b50c1c",
    "frame_token": "d09b0b7070c54ec6ab0554fa10268ed8",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by the lens obstacle corruption?",
    "answer": "The second camera image is affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708062628113.jpg"
    }
  },
  {
    "scene_token": "87a71839e68b46da8e91fb5f21b50c1c",
    "frame_token": "d09b0b7070c54ec6ab0554fa10268ed8",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for future reasoning and driving decisions.",
    "answer": "There is a black SUV to the back of the ego vehicle, a white sedan to the front of the ego vehicle, a gray sedan to the front of the ego vehicle, a black sedan car to the front of the ego vehicle, and a traffic light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5839,0.7259>, <c2,CAM_FRONT,0.4651,0.5658>, <c3,CAM_FRONT,0.0875,0.7620>, <c4,CAM_FRONT,0.6292,0.5556>, and <c5,CAM_FRONT,0.4743,0.3944>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708062628113.jpg"
    }
  },
  {
    "scene_token": "87a71839e68b46da8e91fb5f21b50c1c",
    "frame_token": "d09b0b7070c54ec6ab0554fa10268ed8",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT,0.4651,0.5658> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is a white sedan moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708062628113.jpg"
    }
  },
  {
    "scene_token": "87a71839e68b46da8e91fb5f21b50c1c",
    "frame_token": "d09b0b7070c54ec6ab0554fa10268ed8",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5839,0.7259> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708062628113.jpg"
    }
  },
  {
    "scene_token": "87a71839e68b46da8e91fb5f21b50c1c",
    "frame_token": "d09b0b7070c54ec6ab0554fa10268ed8",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, and brake gently to a stop.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708062628113.jpg"
    }
  },
  {
    "scene_token": "87a71839e68b46da8e91fb5f21b50c1c",
    "frame_token": "d09b0b7070c54ec6ab0554fa10268ed8",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5839,0.7259> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708062628113.jpg"
    }
  },
  {
    "scene_token": "87a71839e68b46da8e91fb5f21b50c1c",
    "frame_token": "d09b0b7070c54ec6ab0554fa10268ed8",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban intersection with multiple vehicles present. The lens obstacle corruption affects the visibility of some areas, particularly in the second image. Key objects include a stationary black SUV located at the back of the ego vehicle, a moving white sedan and a stationary gray sedan in front, and a black sedan car also moving ahead. A traffic light is visible in front of the ego vehicle. The scene is busy with several buildings and traffic elements around.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708062628113.jpg"
    }
  },
  {
    "scene_token": "73030fb67d3c46cfb5e590168088ae39",
    "frame_token": "8de7ec06e1ac48c689c4d24d6cc64fd7",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Sensor failure. B. Bit error. C. Lens obstacle. D. Dark",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_BACK_RIGHT__1531883531927893.jpg"
    }
  },
  {
    "scene_token": "73030fb67d3c46cfb5e590168088ae39",
    "frame_token": "8de7ec06e1ac48c689c4d24d6cc64fd7",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_RIGHT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_BACK_RIGHT__1531883531927893.jpg"
    }
  },
  {
    "scene_token": "73030fb67d3c46cfb5e590168088ae39",
    "frame_token": "8de7ec06e1ac48c689c4d24d6cc64fd7",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a blue and white truck to the front of the ego vehicle, a black sedan to the back of the ego vehicle, a blue sedan to the back of the ego vehicle, and a black traffic light to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5113,0.5570>, <c2,CAM_BACK,0.1958,0.5824>, <c3,CAM_BACK,0.5583,0.5926>, and <c4,CAM_FRONT_RIGHT,0.5034,0.5279>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_BACK_RIGHT__1531883531927893.jpg"
    }
  },
  {
    "scene_token": "73030fb67d3c46cfb5e590168088ae39",
    "frame_token": "8de7ec06e1ac48c689c4d24d6cc64fd7",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.1958,0.5824> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a black sedan moving in the direction of the ego vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_BACK_RIGHT__1531883531927893.jpg"
    }
  },
  {
    "scene_token": "73030fb67d3c46cfb5e590168088ae39",
    "frame_token": "8de7ec06e1ac48c689c4d24d6cc64fd7",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.5113,0.5570> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a blue and white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_BACK_RIGHT__1531883531927893.jpg"
    }
  },
  {
    "scene_token": "73030fb67d3c46cfb5e590168088ae39",
    "frame_token": "8de7ec06e1ac48c689c4d24d6cc64fd7",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed and turn left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_BACK_RIGHT__1531883531927893.jpg"
    }
  },
  {
    "scene_token": "73030fb67d3c46cfb5e590168088ae39",
    "frame_token": "8de7ec06e1ac48c689c4d24d6cc64fd7",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.5113,0.5570> considering the lens obstacle corruption?",
    "answer": "Sharp right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_BACK_RIGHT__1531883531927893.jpg"
    }
  },
  {
    "scene_token": "73030fb67d3c46cfb5e590168088ae39",
    "frame_token": "8de7ec06e1ac48c689c4d24d6cc64fd7",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a road with several vehicles and traffic elements. A blue and white truck is stationary in front of the ego vehicle, located at coordinates <c1,CAM_FRONT,0.5113,0.5570>. Behind the ego vehicle, a black sedan is moving, identified at <c2,CAM_BACK,0.1958,0.5824>, and a blue sedan is also moving at <c3,CAM_BACK,0.5583,0.5926>. A black traffic light is visible to the front right at <c4,CAM_FRONT_RIGHT,0.5034,0.5279>. The lens obstacle corruption affects visibility, particularly in the CAM_FRONT_RIGHT image, obscuring parts of the scene.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_BACK_RIGHT__1531883531927893.jpg"
    }
  },
  {
    "scene_token": "5c76a3728b8b4d02ae20bd69fb928aa1",
    "frame_token": "abfad6a00c194660abc85b9a1f215190",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Sensor failure. B. Lens obstacle. C. Bit error. D. Image compression",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290306928113.jpg"
    }
  },
  {
    "scene_token": "5c76a3728b8b4d02ae20bd69fb928aa1",
    "frame_token": "abfad6a00c194660abc85b9a1f215190",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_BACK_RIGHT image is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290306928113.jpg"
    }
  },
  {
    "scene_token": "5c76a3728b8b4d02ae20bd69fb928aa1",
    "frame_token": "abfad6a00c194660abc85b9a1f215190",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c1,CAM_BACK,0.4286,0.5528>? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "A, Explanation: The object is a white truck moving to the right, and the corruption does not affect this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290306928113.jpg"
    }
  },
  {
    "scene_token": "5c76a3728b8b4d02ae20bd69fb928aa1",
    "frame_token": "abfad6a00c194660abc85b9a1f215190",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the back of the ego vehicle, a white truck to the front right of the ego vehicle, a pedestrian wearing gray clothes to the back right of the ego vehicle, a white truck to the back of the ego vehicle, a black sedan car to the front of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4286,0.5528>, <c2,CAM_FRONT_RIGHT,0.5984,0.4926>, <c3,CAM_BACK_RIGHT,0.7542,0.6436>, <c4,CAM_BACK,0.2729,0.5574>, <c5,CAM_FRONT,0.2068,0.5898>, and <c6,CAM_FRONT,0.6416,0.2276>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290306928113.jpg"
    }
  },
  {
    "scene_token": "5c76a3728b8b4d02ae20bd69fb928aa1",
    "frame_token": "abfad6a00c194660abc85b9a1f215190",
    "question_type": "robust_qas",
    "question": "Given the lens obstacle corruption, is <c1,CAM_BACK,0.4286,0.5528> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a moving white truck, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290306928113.jpg"
    }
  },
  {
    "scene_token": "5c76a3728b8b4d02ae20bd69fb928aa1",
    "frame_token": "abfad6a00c194660abc85b9a1f215190",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.4286,0.5528>?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290306928113.jpg"
    }
  },
  {
    "scene_token": "5c76a3728b8b4d02ae20bd69fb928aa1",
    "frame_token": "abfad6a00c194660abc85b9a1f215190",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290306928113.jpg"
    }
  },
  {
    "scene_token": "5c76a3728b8b4d02ae20bd69fb928aa1",
    "frame_token": "abfad6a00c194660abc85b9a1f215190",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is affected by lens obstacle corruption, creating blurred areas in some camera views. Despite this, key objects are identifiable: a white truck is moving to the back of the ego vehicle, located at coordinates <c1,CAM_BACK,0.4286,0.5528>. Another white truck is stationary at the front right, at <c2,CAM_FRONT_RIGHT,0.5984,0.4926>. A pedestrian wearing gray clothes is moving at the back right, at <c3,CAM_BACK_RIGHT,0.7542,0.6436>. A stationary white truck is also at the back, at <c4,CAM_BACK,0.2729,0.5574>. A black sedan car is moving at the front, at <c5,CAM_FRONT,0.2068,0.5898>, and a green light is visible at the front, at <c6,CAM_FRONT,0.6416,0.2276>. The corruption primarily affects the CAM_BACK_RIGHT view, but the scene remains navigable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290306928113.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "6701ecd1c9ca4e8c910aa4de6c0bd1e7",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Lens obstacle. C. Color quant. D. Rain",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800525027893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "6701ecd1c9ca4e8c910aa4de6c0bd1e7",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The image from CAM_FRONT is most affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800525027893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "6701ecd1c9ca4e8c910aa4de6c0bd1e7",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the front of the ego vehicle, a cannot see clearly to the front of the ego vehicle, a white sedan to the back of the ego vehicle, and a white business to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.9948,0.7186>, <c2,CAM_FRONT,0.4641,0.5797>, <c3,CAM_BACK,0.6094,0.5694>, and <c4,CAM_FRONT_LEFT,0.7396,0.5694>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800525027893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "6701ecd1c9ca4e8c910aa4de6c0bd1e7",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.9948,0.7186> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "B, Explanation: The object is moving to the right despite the lens obstacle corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800525027893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "6701ecd1c9ca4e8c910aa4de6c0bd1e7",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.9948,0.7186> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a moving vehicle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800525027893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "6701ecd1c9ca4e8c910aa4de6c0bd1e7",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.9948,0.7186> considering the lens obstacle corruption?",
    "answer": "Slight right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800525027893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "6701ecd1c9ca4e8c910aa4de6c0bd1e7",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.9948,0.7186> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to turn right because there is no safety issue. The probability of this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800525027893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "6701ecd1c9ca4e8c910aa4de6c0bd1e7",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a nighttime urban setting with several vehicles present. The lens obstacle corruption affects visibility, particularly in the front camera view. A black car is moving ahead in the front camera, while a white sedan is visible in the rear camera. To the front left, a white business vehicle is moving. The scene is dimly lit, with streetlights providing some illumination. The road is wet, suggesting recent rain, which may also contribute to the lens obstruction.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800525027893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "bf0bb329b6db4de395d61f138c9e0eaf",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Motion blur. B. Fog. C. Saturate. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800521427893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "bf0bb329b6db4de395d61f138c9e0eaf",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The third image (CAM_BACK) is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800521427893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "bf0bb329b6db4de395d61f138c9e0eaf",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white sedan to the front of the ego vehicle, a black car to the front of the ego vehicle, a white sedan car to the back of the ego vehicle, and a traffic light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5271,0.5620>, <c2,CAM_FRONT,0.4313,0.6380>, <c3,CAM_BACK,0.7120,0.5870>, and <c4,CAM_FRONT,0.2077,0.3447>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800521427893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "bf0bb329b6db4de395d61f138c9e0eaf",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.5271,0.5620> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a white sedan moving ahead, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800521427893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "bf0bb329b6db4de395d61f138c9e0eaf",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.5271,0.5620> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800521427893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "bf0bb329b6db4de395d61f138c9e0eaf",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.5271,0.5620> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed because there is no safety issue. The probability of taking this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800521427893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "bf0bb329b6db4de395d61f138c9e0eaf",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800521427893.jpg"
    }
  },
  {
    "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf",
    "frame_token": "bf0bb329b6db4de395d61f138c9e0eaf",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is captured at night with several images showing varying levels of lens obstacle corruption. The front camera shows a white sedan and a black car moving ahead, with a traffic light visible. The back camera image is heavily blurred, making it difficult to discern details, but a white sedan car is identified. The environment includes streetlights and a wet road surface, indicating recent rain. Key object coordinates are <c1,CAM_FRONT,0.5271,0.5620>, <c2,CAM_FRONT,0.4313,0.6380>, <c3,CAM_BACK,0.7120,0.5870>, and <c4,CAM_FRONT,0.2077,0.3447>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800521427893.jpg"
    }
  },
  {
    "scene_token": "d90b94e8bfd446cd9407f48665122268",
    "frame_token": "786371ca58704994aa3c3e6ca593ee92",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Fog. C. Rain. D. Water splash",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_BACK_RIGHT__1533113026377893.jpg"
    }
  },
  {
    "scene_token": "d90b94e8bfd446cd9407f48665122268",
    "frame_token": "786371ca58704994aa3c3e6ca593ee92",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_RIGHT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_BACK_RIGHT__1533113026377893.jpg"
    }
  },
  {
    "scene_token": "d90b94e8bfd446cd9407f48665122268",
    "frame_token": "786371ca58704994aa3c3e6ca593ee92",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a blue sedan to the back of the ego vehicle, a pedestrian on the roadside to the front of the ego vehicle, and an orange bicycle to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.8917,0.5787>, <c2,CAM_FRONT,0.1386,0.5481>, and <c3,CAM_FRONT_RIGHT,0.1594,0.6574>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_BACK_RIGHT__1533113026377893.jpg"
    }
  },
  {
    "scene_token": "d90b94e8bfd446cd9407f48665122268",
    "frame_token": "786371ca58704994aa3c3e6ca593ee92",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.8917,0.5787> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "B, Explanation: The object is a blue sedan moving to the back of the ego vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_BACK_RIGHT__1533113026377893.jpg"
    }
  },
  {
    "scene_token": "d90b94e8bfd446cd9407f48665122268",
    "frame_token": "786371ca58704994aa3c3e6ca593ee92",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.8917,0.5787> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a blue sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_BACK_RIGHT__1533113026377893.jpg"
    }
  },
  {
    "scene_token": "d90b94e8bfd446cd9407f48665122268",
    "frame_token": "786371ca58704994aa3c3e6ca593ee92",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice orange bicycle at right camera. It is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice blue sedan at back camera. It is turning left, so the ego vehicle should continue ahead at the same speed. Thirdly, notice pedestrian on the roadside at front camera. It is turning right, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_BACK_RIGHT__1533113026377893.jpg"
    }
  },
  {
    "scene_token": "d90b94e8bfd446cd9407f48665122268",
    "frame_token": "786371ca58704994aa3c3e6ca593ee92",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.8917,0.5787> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_BACK_RIGHT__1533113026377893.jpg"
    }
  },
  {
    "scene_token": "d90b94e8bfd446cd9407f48665122268",
    "frame_token": "786371ca58704994aa3c3e6ca593ee92",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_BACK_RIGHT__1533113026377893.jpg"
    }
  },
  {
    "scene_token": "d90b94e8bfd446cd9407f48665122268",
    "frame_token": "786371ca58704994aa3c3e6ca593ee92",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street lined with trees and buildings. The lens obstacle corruption affects several areas, creating blurred patches in the images. Key objects include a blue sedan moving behind the ego vehicle, a pedestrian walking on the roadside ahead, and an orange bicycle stationary to the front right. The road is clear, and the ego vehicle can proceed with caution.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_BACK_RIGHT__1533113026377893.jpg"
    }
  },
  {
    "scene_token": "83773bcf46ac486383529098de0542dd",
    "frame_token": "97915d59900b472687a7baed3280dddf",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Rain. C. Bright. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_BACK_RIGHT__1532402734428280.jpg"
    }
  },
  {
    "scene_token": "83773bcf46ac486383529098de0542dd",
    "frame_token": "97915d59900b472687a7baed3280dddf",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The fourth image is most affected, with a large blurred area in the center.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_BACK_RIGHT__1532402734428280.jpg"
    }
  },
  {
    "scene_token": "83773bcf46ac486383529098de0542dd",
    "frame_token": "97915d59900b472687a7baed3280dddf",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black small car to the front of the ego vehicle, a pedestrian wearing black clothes to the front right of the ego vehicle, a white line to the front of the ego vehicle, and a white line to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3812,0.5528>, <c2,CAM_FRONT_RIGHT,0.5308,0.5722>, <c3,CAM_FRONT,0.3783,0.6051>, and <c4,CAM_FRONT,0.2835,0.6070>. Despite the lens obstacle corruption, these objects remain identifiable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_BACK_RIGHT__1532402734428280.jpg"
    }
  },
  {
    "scene_token": "83773bcf46ac486383529098de0542dd",
    "frame_token": "97915d59900b472687a7baed3280dddf",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.3812,0.5528> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "C, Explanation: The object is a black small car moving to the right, and the corruption does not affect its visibility.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_BACK_RIGHT__1532402734428280.jpg"
    }
  },
  {
    "scene_token": "83773bcf46ac486383529098de0542dd",
    "frame_token": "97915d59900b472687a7baed3280dddf",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.3812,0.5528> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black small car, and the corruption does not obscure its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_BACK_RIGHT__1532402734428280.jpg"
    }
  },
  {
    "scene_token": "83773bcf46ac486383529098de0542dd",
    "frame_token": "97915d59900b472687a7baed3280dddf",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.3812,0.5528> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, which is highly probable. The corruption does not affect the decision-making process.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_BACK_RIGHT__1532402734428280.jpg"
    }
  },
  {
    "scene_token": "83773bcf46ac486383529098de0542dd",
    "frame_token": "97915d59900b472687a7baed3280dddf",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, decelerate gradually without braking, change to the left lane, brake gently to a stop. The corruption does not significantly impact these options.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_BACK_RIGHT__1532402734428280.jpg"
    }
  },
  {
    "scene_token": "83773bcf46ac486383529098de0542dd",
    "frame_token": "97915d59900b472687a7baed3280dddf",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a suburban road with trees lining both sides. A black small car is moving ahead, identified at coordinates <c1,CAM_FRONT,0.3812,0.5528>. A pedestrian wearing black clothes is visible to the front right at <c2,CAM_FRONT_RIGHT,0.5308,0.5722>. Two white lines are present on the road at <c3,CAM_FRONT,0.3783,0.6051> and <c4,CAM_FRONT,0.2835,0.6070>. Despite the lens obstacle corruption, these key objects remain discernible, though some areas are blurred.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_BACK_RIGHT__1532402734428280.jpg"
    }
  },
  {
    "scene_token": "fdf27bbde3e345bd9ac83cbe9a3c813a",
    "frame_token": "b3b29fa2928c4bdba8b657112c1cc222",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Rain. C. Bit error. D. H256 ABR compression",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193395377893.jpg"
    }
  },
  {
    "scene_token": "fdf27bbde3e345bd9ac83cbe9a3c813a",
    "frame_token": "b3b29fa2928c4bdba8b657112c1cc222",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193395377893.jpg"
    }
  },
  {
    "scene_token": "fdf27bbde3e345bd9ac83cbe9a3c813a",
    "frame_token": "b3b29fa2928c4bdba8b657112c1cc222",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white sedan to the front right of the ego vehicle, a black SUV to the front of the ego vehicle, and a black sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.7531,0.5889>, <c2,CAM_FRONT,0.2036,0.5953>, and <c3,CAM_BACK,0.7120,0.6287>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193395377893.jpg"
    }
  },
  {
    "scene_token": "fdf27bbde3e345bd9ac83cbe9a3c813a",
    "frame_token": "b3b29fa2928c4bdba8b657112c1cc222",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.7531,0.5889> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "C, Explanation: The object is a white sedan turning right, and the corruption does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193395377893.jpg"
    }
  },
  {
    "scene_token": "fdf27bbde3e345bd9ac83cbe9a3c813a",
    "frame_token": "b3b29fa2928c4bdba8b657112c1cc222",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice black SUV at front camera. It is going ahead, so the ego vehicle should turn left. Secondly notice white sedan at right camera. It is turning right, so the ego vehicle should turn left. Thirdly notice black sedan at back camera. It is going ahead, so the ego vehicle should turn left.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193395377893.jpg"
    }
  },
  {
    "scene_token": "fdf27bbde3e345bd9ac83cbe9a3c813a",
    "frame_token": "b3b29fa2928c4bdba8b657112c1cc222",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.7531,0.5889> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white sedan, not a traffic sign or road barrier, and the corruption does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193395377893.jpg"
    }
  },
  {
    "scene_token": "fdf27bbde3e345bd9ac83cbe9a3c813a",
    "frame_token": "b3b29fa2928c4bdba8b657112c1cc222",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.7531,0.5889> considering the lens obstacle corruption?",
    "answer": "No action taken by the ego vehicle will lead to a collision with <c1,CAM_FRONT_RIGHT,0.7531,0.5889>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193395377893.jpg"
    }
  },
  {
    "scene_token": "fdf27bbde3e345bd9ac83cbe9a3c813a",
    "frame_token": "b3b29fa2928c4bdba8b657112c1cc222",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Turn left, decelerate gradually without braking, are safe actions to take for the ego vehicle in this scenario.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193395377893.jpg"
    }
  },
  {
    "scene_token": "fdf27bbde3e345bd9ac83cbe9a3c813a",
    "frame_token": "b3b29fa2928c4bdba8b657112c1cc222",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a nighttime urban setting with several vehicles around the ego vehicle. The lens obstacle corruption affects visibility, particularly in the CAM_FRONT_RIGHT image. A white sedan is moving to the front right, a black SUV is directly ahead, and a black sedan is behind the ego vehicle. Streetlights and trees are visible, but details are obscured by the corruption.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193395377893.jpg"
    }
  },
  {
    "scene_token": "c74a3a7265ae45f99f65628fbd7cd2a4",
    "frame_token": "f81205e1d792497cba901c08e7812dc6",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Snow. C. Motion blur. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_BACK_RIGHT__1532662086377893.jpg"
    }
  },
  {
    "scene_token": "c74a3a7265ae45f99f65628fbd7cd2a4",
    "frame_token": "f81205e1d792497cba901c08e7812dc6",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by the lens obstacle corruption?",
    "answer": "The front camera image is affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_BACK_RIGHT__1532662086377893.jpg"
    }
  },
  {
    "scene_token": "c74a3a7265ae45f99f65628fbd7cd2a4",
    "frame_token": "f81205e1d792497cba901c08e7812dc6",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white SUV to the back of the ego vehicle, a bicycle to the front of the ego vehicle, and a road is relatively empty to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5583,0.5463>, <c2,CAM_FRONT,0.3786,0.6222>, and <c3,CAM_FRONT,0.5937,0.6243>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_BACK_RIGHT__1532662086377893.jpg"
    }
  },
  {
    "scene_token": "c74a3a7265ae45f99f65628fbd7cd2a4",
    "frame_token": "f81205e1d792497cba901c08e7812dc6",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5583,0.5463> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "A, Explanation: The object is a white SUV moving to the back of the ego vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_BACK_RIGHT__1532662086377893.jpg"
    }
  },
  {
    "scene_token": "c74a3a7265ae45f99f65628fbd7cd2a4",
    "frame_token": "f81205e1d792497cba901c08e7812dc6",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5583,0.5463> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_BACK_RIGHT__1532662086377893.jpg"
    }
  },
  {
    "scene_token": "c74a3a7265ae45f99f65628fbd7cd2a4",
    "frame_token": "f81205e1d792497cba901c08e7812dc6",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice bicycle at front camera. It is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice a road is relatively empty at front camera. It is a traffic sign, so the ego vehicle should continue ahead at the same speed. Thirdly, notice white SUV at back camera. It is turning right, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_BACK_RIGHT__1532662086377893.jpg"
    }
  },
  {
    "scene_token": "c74a3a7265ae45f99f65628fbd7cd2a4",
    "frame_token": "f81205e1d792497cba901c08e7812dc6",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed and turn right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_BACK_RIGHT__1532662086377893.jpg"
    }
  },
  {
    "scene_token": "c74a3a7265ae45f99f65628fbd7cd2a4",
    "frame_token": "f81205e1d792497cba901c08e7812dc6",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.5583,0.5463> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that the object has little reference value for the ego vehicle, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_BACK_RIGHT__1532662086377893.jpg"
    }
  },
  {
    "scene_token": "c74a3a7265ae45f99f65628fbd7cd2a4",
    "frame_token": "f81205e1d792497cba901c08e7812dc6",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is partially obscured by lens obstacle corruption, affecting the visibility of certain areas. The front camera shows a stationary bicycle and an empty road, indicating a clear path ahead. The back camera captures a white SUV moving, which is important for maintaining awareness of surrounding traffic. Despite the corruption, the ego vehicle can still identify key objects and make informed decisions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_BACK_RIGHT__1532662086377893.jpg"
    }
  },
  {
    "scene_token": "034256c9639044f98da7562ef3de3646",
    "frame_token": "c1101ac46cac4d18af91afc641e6bc58",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Sensor failure. B. Color quant. C. Fog. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985277277893.jpg"
    }
  },
  {
    "scene_token": "034256c9639044f98da7562ef3de3646",
    "frame_token": "c1101ac46cac4d18af91afc641e6bc58",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985277277893.jpg"
    }
  },
  {
    "scene_token": "034256c9639044f98da7562ef3de3646",
    "frame_token": "c1101ac46cac4d18af91afc641e6bc58",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.9859,0.7139> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "A, Explanation: The object is a white van moving to the right, and the corruption does not affect this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985277277893.jpg"
    }
  },
  {
    "scene_token": "034256c9639044f98da7562ef3de3646",
    "frame_token": "c1101ac46cac4d18af91afc641e6bc58",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene despite the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white van to the front of the ego vehicle, a white SUV to the front of the ego vehicle, a black car to the back of the ego vehicle, a white bus to the back of the ego vehicle, and a white truck to the back left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.9859,0.7139>, <c2,CAM_FRONT,0.1886,0.5803>, <c3,CAM_BACK,0.5339,0.5861>, <c4,CAM_BACK,0.4161,0.5370>, and <c5,CAM_BACK_LEFT,0.8808,0.4547>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985277277893.jpg"
    }
  },
  {
    "scene_token": "034256c9639044f98da7562ef3de3646",
    "frame_token": "c1101ac46cac4d18af91afc641e6bc58",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.9859,0.7139> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white van, not a traffic sign or road barrier, and the corruption does not affect this identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985277277893.jpg"
    }
  },
  {
    "scene_token": "034256c9639044f98da7562ef3de3646",
    "frame_token": "c1101ac46cac4d18af91afc641e6bc58",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.9859,0.7139> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to decelerate gradually without braking. The reason for taking this action is to avoid a collision, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985277277893.jpg"
    }
  },
  {
    "scene_token": "034256c9639044f98da7562ef3de3646",
    "frame_token": "c1101ac46cac4d18af91afc641e6bc58",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985277277893.jpg"
    }
  },
  {
    "scene_token": "034256c9639044f98da7562ef3de3646",
    "frame_token": "c1101ac46cac4d18af91afc641e6bc58",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a road with a white van moving to the right in front of the ego vehicle. A white SUV is stationary in front, while a black car is moving behind. A white bus is stationary behind, and a white truck is stationary to the back left. The lens obstacle corruption affects visibility in some areas, particularly in the CAM_FRONT image, but key objects remain identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985277277893.jpg"
    }
  },
  {
    "scene_token": "9056ac9944e846109b00e31cc96259cb",
    "frame_token": "744b7aa2a40f4f0b943d0320d4b5c1a4",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Sensor failure. C. Rain. D. Color quant",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385060178113.jpg"
    }
  },
  {
    "scene_token": "9056ac9944e846109b00e31cc96259cb",
    "frame_token": "744b7aa2a40f4f0b943d0320d4b5c1a4",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The second camera image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385060178113.jpg"
    }
  },
  {
    "scene_token": "9056ac9944e846109b00e31cc96259cb",
    "frame_token": "744b7aa2a40f4f0b943d0320d4b5c1a4",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black sedan to the back of the ego vehicle, a gray sedan to the back of the ego vehicle, and a yellow construction vehicle to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.8859,0.5944>, <c2,CAM_BACK,0.4610,0.5841>, and <c3,CAM_FRONT_LEFT,0.4016,0.5194>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385060178113.jpg"
    }
  },
  {
    "scene_token": "9056ac9944e846109b00e31cc96259cb",
    "frame_token": "744b7aa2a40f4f0b943d0320d4b5c1a4",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.4610,0.5841> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.",
    "answer": "C, Explanation: The object is moving to the right, which is consistent with its status as a moving gray sedan.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385060178113.jpg"
    }
  },
  {
    "scene_token": "9056ac9944e846109b00e31cc96259cb",
    "frame_token": "744b7aa2a40f4f0b943d0320d4b5c1a4",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.8859,0.5944> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary black sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385060178113.jpg"
    }
  },
  {
    "scene_token": "9056ac9944e846109b00e31cc96259cb",
    "frame_token": "744b7aa2a40f4f0b943d0320d4b5c1a4",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that yellow construction vehicle at left camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice that black sedan at back camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Thirdly, notice that gray sedan at back camera. The object is moving ahead, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385060178113.jpg"
    }
  },
  {
    "scene_token": "9056ac9944e846109b00e31cc96259cb",
    "frame_token": "744b7aa2a40f4f0b943d0320d4b5c1a4",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.8859,0.5944> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that the object has little reference value for the ego vehicle, with a high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385060178113.jpg"
    }
  },
  {
    "scene_token": "9056ac9944e846109b00e31cc96259cb",
    "frame_token": "744b7aa2a40f4f0b943d0320d4b5c1a4",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c2,CAM_BACK,0.4610,0.5841> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385060178113.jpg"
    }
  },
  {
    "scene_token": "9056ac9944e846109b00e31cc96259cb",
    "frame_token": "744b7aa2a40f4f0b943d0320d4b5c1a4",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with several vehicles and construction elements visible. The lens obstacle corruption affects the clarity of the images, particularly in the second camera view, where a significant portion is blurred. Key objects include a stationary black sedan located at the back of the ego vehicle, a moving gray sedan also at the back, and a stationary yellow construction vehicle to the front left. Despite the corruption, the ego vehicle should maintain awareness of these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_BACK_RIGHT__1535385060178113.jpg"
    }
  },
  {
    "scene_token": "1319a9c0288f4ff9ae32d3f33b3bae17",
    "frame_token": "8bd5aa0baee94145bb20b13f43dbc1f3",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. H256 ABR compression. B. Water splash. C. Lens obstacle. D. Fog",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845294777893.jpg"
    }
  },
  {
    "scene_token": "1319a9c0288f4ff9ae32d3f33b3bae17",
    "frame_token": "8bd5aa0baee94145bb20b13f43dbc1f3",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845294777893.jpg"
    }
  },
  {
    "scene_token": "1319a9c0288f4ff9ae32d3f33b3bae17",
    "frame_token": "8bd5aa0baee94145bb20b13f43dbc1f3",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the back of the ego vehicle, a gray sedan to the back of the ego vehicle, a white sedan to the back left of the ego vehicle, a black sedan to the front of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4745,0.6686>, <c2,CAM_BACK,0.7167,0.6374>, <c3,CAM_BACK_LEFT,0.5437,0.7009>, <c4,CAM_FRONT,0.5016,0.5972>, and <c5,CAM_FRONT,0.5612,0.3639>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845294777893.jpg"
    }
  },
  {
    "scene_token": "1319a9c0288f4ff9ae32d3f33b3bae17",
    "frame_token": "8bd5aa0baee94145bb20b13f43dbc1f3",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c4,CAM_FRONT,0.5016,0.5972> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "B, Explanation: The object is a black sedan moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845294777893.jpg"
    }
  },
  {
    "scene_token": "1319a9c0288f4ff9ae32d3f33b3bae17",
    "frame_token": "8bd5aa0baee94145bb20b13f43dbc1f3",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.4745,0.6686> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary black car.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845294777893.jpg"
    }
  },
  {
    "scene_token": "1319a9c0288f4ff9ae32d3f33b3bae17",
    "frame_token": "8bd5aa0baee94145bb20b13f43dbc1f3",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.4745,0.6686> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845294777893.jpg"
    }
  },
  {
    "scene_token": "1319a9c0288f4ff9ae32d3f33b3bae17",
    "frame_token": "8bd5aa0baee94145bb20b13f43dbc1f3",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop, slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845294777893.jpg"
    }
  },
  {
    "scene_token": "1319a9c0288f4ff9ae32d3f33b3bae17",
    "frame_token": "8bd5aa0baee94145bb20b13f43dbc1f3",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is affected by lens obstacle corruption, causing significant blurring in the center of the images. Key objects include a stationary black car and gray sedan behind the ego vehicle, a stationary white sedan to the back left, and a moving black sedan in front. The red light is visible ahead. The corruption primarily affects the central view, making it challenging to perceive objects clearly.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845294777893.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "62ac9e73d0eb4c7a9b537384270efb2f",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Sensor failure. B. Lens obstacle. C. Motion blur. D. Color quant",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867373878113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "62ac9e73d0eb4c7a9b537384270efb2f",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The CAM_BACK and CAM_FRONT_RIGHT images are most affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867373878113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "62ac9e73d0eb4c7a9b537384270efb2f",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a silver pickup truck to the back of the ego vehicle, a black SUV to the front left of the ego vehicle, a blue and white checkered clothes pedestrian to the front right of the ego vehicle, and a red light to the back of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4078,0.6083>, <c2,CAM_FRONT_LEFT,0.5547,0.7917>, <c3,CAM_FRONT_RIGHT,0.5094,0.6111>, and <c4,CAM_BACK,0.6889,0.3447>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867373878113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "62ac9e73d0eb4c7a9b537384270efb2f",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.4078,0.6083> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "A, Explanation: The object is a silver pickup truck moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867373878113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "62ac9e73d0eb4c7a9b537384270efb2f",
    "question_type": "robust_qas",
    "question": "Given the lens obstacle corruption, is <c1,CAM_BACK,0.4078,0.6083> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a silver pickup truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867373878113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "62ac9e73d0eb4c7a9b537384270efb2f",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, accelerate, and proceed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867373878113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "62ac9e73d0eb4c7a9b537384270efb2f",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.4078,0.6083> considering the lens obstacle corruption?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867373878113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "62ac9e73d0eb4c7a9b537384270efb2f",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with overcast skies. The CAM_BACK image shows a silver pickup truck moving, partially obscured by lens obstacle corruption. The CAM_FRONT_LEFT image displays a stationary black SUV near a bridge. The CAM_FRONT_RIGHT image captures pedestrians in blue and white checkered clothes walking, with some blurring due to the corruption. A red light is visible in the CAM_BACK image, indicating a traffic signal. The scene is bustling with vehicles and pedestrians, typical of a city environment.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867373878113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "36b6aa58462449b1b9285954cede8f22",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Fog. C. Rain. D. Bit error",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867371928113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "36b6aa58462449b1b9285954cede8f22",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The front camera image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867371928113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "36b6aa58462449b1b9285954cede8f22",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c1,CAM_BACK,0.3783,0.5889>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a silver truck moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867371928113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "36b6aa58462449b1b9285954cede8f22",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a silver truck to the back of the ego vehicle, a black sedan to the front of the ego vehicle, and a woman wearing blue jeans to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.3783,0.5889>, <c2,CAM_FRONT,0.3901,0.6991>, and <c3,CAM_FRONT_RIGHT,0.4562,0.7824>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867371928113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "36b6aa58462449b1b9285954cede8f22",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what object should the ego vehicle notice first when the ego vehicle is getting to the next possible location? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice a woman wearing blue jeans at right camera. The object is going ahead, so the ego vehicle should slow down and continue going ahead. Secondly, notice black sedan at front camera. The object is stationary, so the ego vehicle should slow down and continue going ahead. Thirdly, notice silver truck at back camera. The object is going ahead, so the ego vehicle should turn right.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867371928113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "36b6aa58462449b1b9285954cede8f22",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, is <c1,CAM_BACK,0.3783,0.5889> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a moving silver truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867371928113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "36b6aa58462449b1b9285954cede8f22",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions could the ego vehicle take based on <c1,CAM_BACK,0.3783,0.5889>? Why take this action and what's the probability?",
    "answer": "The action is to decelerate gradually without braking because there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867371928113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "36b6aa58462449b1b9285954cede8f22",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.3783,0.5889>?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867371928113.jpg"
    }
  },
  {
    "scene_token": "892ed06c432448fe87ecb5d31756f14a",
    "frame_token": "36b6aa58462449b1b9285954cede8f22",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is urban with several buildings and a bridge visible. The front camera shows a black sedan stationary on the road, partially obscured by lens obstacle corruption. To the back, a silver truck is moving, visible in the rear camera. On the right, a woman wearing blue jeans is walking, captured by the right camera. The lens obstacle corruption affects visibility, particularly in the front and rear images, making it challenging to perceive distant objects clearly.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867371928113.jpg"
    }
  },
  {
    "scene_token": "28db6ee9a8d34e9e88e741817b6733c1",
    "frame_token": "09c9c4b894a9460a836118ea0554b867",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Motion blur. B. Bit error. C. Lens obstacle. D. Image compression",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537292827028113.jpg"
    }
  },
  {
    "scene_token": "28db6ee9a8d34e9e88e741817b6733c1",
    "frame_token": "09c9c4b894a9460a836118ea0554b867",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537292827028113.jpg"
    }
  },
  {
    "scene_token": "28db6ee9a8d34e9e88e741817b6733c1",
    "frame_token": "09c9c4b894a9460a836118ea0554b867",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c2,CAM_FRONT,0.8583,0.4000>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a white truck moving ahead, despite the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537292827028113.jpg"
    }
  },
  {
    "scene_token": "28db6ee9a8d34e9e88e741817b6733c1",
    "frame_token": "09c9c4b894a9460a836118ea0554b867",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white sedan car to the back of the ego vehicle, a white truck to the front of the ego vehicle, a black sedan car to the back left of the ego vehicle, and a white motorhome to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5042,0.7528>, <c2,CAM_FRONT,0.8583,0.4000>, <c3,CAM_BACK_LEFT,0.5267,0.7526>, and <c4,CAM_FRONT_RIGHT,0.4980,0.4997>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537292827028113.jpg"
    }
  },
  {
    "scene_token": "28db6ee9a8d34e9e88e741817b6733c1",
    "frame_token": "09c9c4b894a9460a836118ea0554b867",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, is <c1,CAM_BACK,0.5042,0.7528> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a stationary white sedan car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537292827028113.jpg"
    }
  },
  {
    "scene_token": "28db6ee9a8d34e9e88e741817b6733c1",
    "frame_token": "09c9c4b894a9460a836118ea0554b867",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop, slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537292827028113.jpg"
    }
  },
  {
    "scene_token": "28db6ee9a8d34e9e88e741817b6733c1",
    "frame_token": "09c9c4b894a9460a836118ea0554b867",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5042,0.7528>?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537292827028113.jpg"
    }
  },
  {
    "scene_token": "28db6ee9a8d34e9e88e741817b6733c1",
    "frame_token": "09c9c4b894a9460a836118ea0554b867",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is urban with wet roads, indicating recent rain. The lens obstacle corruption creates blurred areas in the images, particularly affecting the central view. Key objects include a stationary white sedan car at the back, a moving white truck at the front, a moving black sedan car at the back left, and a moving white motorhome at the front right. The positions of these objects are <c1,CAM_BACK,0.5042,0.7528>, <c2,CAM_FRONT,0.8583,0.4000>, <c3,CAM_BACK_LEFT,0.5267,0.7526>, and <c4,CAM_FRONT_RIGHT,0.4980,0.4997>, respectively.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537292827028113.jpg"
    }
  },
  {
    "scene_token": "363bb6c0fdaf465aa54c39f082bb92c6",
    "frame_token": "297cef22e0f143ceb1e4ef93088bcfb2",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Bit error. C. Bright. D. Fog",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728919878113.jpg"
    }
  },
  {
    "scene_token": "363bb6c0fdaf465aa54c39f082bb92c6",
    "frame_token": "297cef22e0f143ceb1e4ef93088bcfb2",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_RIGHT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728919878113.jpg"
    }
  },
  {
    "scene_token": "363bb6c0fdaf465aa54c39f082bb92c6",
    "frame_token": "297cef22e0f143ceb1e4ef93088bcfb2",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black business car to the front right of the ego vehicle, a white and blue SUV to the front of the ego vehicle, a white SUV to the back of the ego vehicle, a white truck to the back left of the ego vehicle, a white business to the front left of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.0120,0.4880>, <c2,CAM_FRONT,0.6953,0.5324>, <c3,CAM_BACK,0.4926,0.6361>, <c4,CAM_BACK_LEFT,0.8323,0.5222>, <c5,CAM_FRONT_LEFT,0.7094,0.5148>, and <c6,CAM_FRONT,0.6504,0.3643>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728919878113.jpg"
    }
  },
  {
    "scene_token": "363bb6c0fdaf465aa54c39f082bb92c6",
    "frame_token": "297cef22e0f143ceb1e4ef93088bcfb2",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_BACK,0.4926,0.6361> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "A, Explanation: The object is moving and the correct action is to turn right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728919878113.jpg"
    }
  },
  {
    "scene_token": "363bb6c0fdaf465aa54c39f082bb92c6",
    "frame_token": "297cef22e0f143ceb1e4ef93088bcfb2",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.0120,0.4880> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black business car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728919878113.jpg"
    }
  },
  {
    "scene_token": "363bb6c0fdaf465aa54c39f082bb92c6",
    "frame_token": "297cef22e0f143ceb1e4ef93088bcfb2",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.0120,0.4880> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to turn right. The reason is to follow the traffic rules, which is high probability.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728919878113.jpg"
    }
  },
  {
    "scene_token": "363bb6c0fdaf465aa54c39f082bb92c6",
    "frame_token": "297cef22e0f143ceb1e4ef93088bcfb2",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.0120,0.4880> considering the lens obstacle corruption?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728919878113.jpg"
    }
  },
  {
    "scene_token": "363bb6c0fdaf465aa54c39f082bb92c6",
    "frame_token": "297cef22e0f143ceb1e4ef93088bcfb2",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is affected by lens obstacle corruption, causing a blurred area in some images. The ego vehicle is at an intersection with a red light visible in the front camera. To the front right, there is a stationary black business car. Directly ahead, a white and blue SUV is also stationary. Behind the ego vehicle, a white SUV is moving. On the back left, a white truck is stationary. The front left camera captures a stationary white business vehicle. Despite the corruption, the key objects are identifiable, allowing for cautious navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728919878113.jpg"
    }
  },
  {
    "scene_token": "affb0caa5d2948f98cee5c42c7aefc1c",
    "frame_token": "823b7363244140cc8a77e00870c5bb9a",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bright. B. Dark. C. Image compression. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg"
    }
  },
  {
    "scene_token": "affb0caa5d2948f98cee5c42c7aefc1c",
    "frame_token": "823b7363244140cc8a77e00870c5bb9a",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_RIGHT is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg"
    }
  },
  {
    "scene_token": "affb0caa5d2948f98cee5c42c7aefc1c",
    "frame_token": "823b7363244140cc8a77e00870c5bb9a",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black sedan to the front right of the ego vehicle, a black car to the back of the ego vehicle, a black sedan car to the back of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.2552,0.6500>, <c2,CAM_BACK,0.5604,0.5694>, <c3,CAM_BACK,0.4719,0.5703>, and <c4,CAM_FRONT,0.6852,0.4432>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg"
    }
  },
  {
    "scene_token": "affb0caa5d2948f98cee5c42c7aefc1c",
    "frame_token": "823b7363244140cc8a77e00870c5bb9a",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.2552,0.6500> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "B, Explanation: The object is a black sedan moving to the right, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg"
    }
  },
  {
    "scene_token": "affb0caa5d2948f98cee5c42c7aefc1c",
    "frame_token": "823b7363244140cc8a77e00870c5bb9a",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.2552,0.6500> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, and the corruption does not change this.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg"
    }
  },
  {
    "scene_token": "affb0caa5d2948f98cee5c42c7aefc1c",
    "frame_token": "823b7363244140cc8a77e00870c5bb9a",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.2552,0.6500> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed because there is no safety issue. The probability of this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg"
    }
  },
  {
    "scene_token": "affb0caa5d2948f98cee5c42c7aefc1c",
    "frame_token": "823b7363244140cc8a77e00870c5bb9a",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg"
    }
  },
  {
    "scene_token": "affb0caa5d2948f98cee5c42c7aefc1c",
    "frame_token": "823b7363244140cc8a77e00870c5bb9a",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The driving scene is at night with several vehicles moving along a well-lit urban road. The CAM_FRONT_RIGHT image shows a black sedan moving to the right, partially obscured by lens obstacle corruption. Behind the ego vehicle, captured by CAM_BACK, are a black car and a black sedan car, both moving. Ahead, a green traffic light is visible, indicating it is safe to proceed. Despite the corruption, the key objects remain identifiable, ensuring the ego vehicle can make informed decisions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800545027893.jpg"
    }
  },
  {
    "scene_token": "0053e9c440a94c1b84bd9c4223efc4b0",
    "frame_token": "0dc8558714314cce961af9e7de403517",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Bright. C. Rain. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg"
    }
  },
  {
    "scene_token": "0053e9c440a94c1b84bd9c4223efc4b0",
    "frame_token": "0dc8558714314cce961af9e7de403517",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT_RIGHT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg"
    }
  },
  {
    "scene_token": "0053e9c440a94c1b84bd9c4223efc4b0",
    "frame_token": "0dc8558714314cce961af9e7de403517",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a gray business to the back of the ego vehicle, a white truck to the front right of the ego vehicle, a gray short-sleeved pedestrian to the front right of the ego vehicle, a brown pants pedestrian to the front of the ego vehicle, a black car to the front right of the ego vehicle, and a black sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.2781,0.6250>, <c2,CAM_FRONT_RIGHT,0.0298,0.4763>, <c3,CAM_FRONT_RIGHT,0.5802,0.7092>, <c4,CAM_FRONT,0.2458,0.6861>, <c5,CAM_FRONT_RIGHT,0.2156,0.6500>, and <c6,CAM_FRONT,0.5844,0.6472>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg"
    }
  },
  {
    "scene_token": "0053e9c440a94c1b84bd9c4223efc4b0",
    "frame_token": "0dc8558714314cce961af9e7de403517",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.2781,0.6250> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "B, Explanation: The object is a gray business vehicle moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg"
    }
  },
  {
    "scene_token": "0053e9c440a94c1b84bd9c4223efc4b0",
    "frame_token": "0dc8558714314cce961af9e7de403517",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.2781,0.6250> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a gray business vehicle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg"
    }
  },
  {
    "scene_token": "0053e9c440a94c1b84bd9c4223efc4b0",
    "frame_token": "0dc8558714314cce961af9e7de403517",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Turn right, brake gently to stop.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg"
    }
  },
  {
    "scene_token": "0053e9c440a94c1b84bd9c4223efc4b0",
    "frame_token": "0dc8558714314cce961af9e7de403517",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.2781,0.6250> considering the lens obstacle corruption?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg"
    }
  },
  {
    "scene_token": "0053e9c440a94c1b84bd9c4223efc4b0",
    "frame_token": "0dc8558714314cce961af9e7de403517",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with moderate traffic. Due to lens obstacle corruption, the central areas of the images are blurred, making it challenging to identify distant objects. Key objects include a gray business vehicle moving behind the ego vehicle, a stationary black sedan in front, and pedestrians crossing the street. The white truck is moving to the front right, and a black car is stationary nearby. The scene is bustling with activity, requiring careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg"
    }
  },
  {
    "scene_token": "212fd4c9c9174635a7ec76051c8eec9e",
    "frame_token": "f694bb78aa7c47b98e6bd2ad1b2329f0",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Saturate. B. Snow. C. Color quant. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg"
    }
  },
  {
    "scene_token": "212fd4c9c9174635a7ec76051c8eec9e",
    "frame_token": "f694bb78aa7c47b98e6bd2ad1b2329f0",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_BACK_LEFT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg"
    }
  },
  {
    "scene_token": "212fd4c9c9174635a7ec76051c8eec9e",
    "frame_token": "f694bb78aa7c47b98e6bd2ad1b2329f0",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK_RIGHT,0.8854,0.5806> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a red car moving to the back right of the ego vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg"
    }
  },
  {
    "scene_token": "212fd4c9c9174635a7ec76051c8eec9e",
    "frame_token": "f694bb78aa7c47b98e6bd2ad1b2329f0",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a red car to the back right of the ego vehicle, a person riding a black motorcycle to the back left of the ego vehicle, a white truck to the back left of the ego vehicle, and a white sedan to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_RIGHT,0.8854,0.5806>, <c2,CAM_BACK_LEFT,0.1021,0.6861>, <c3,CAM_BACK_LEFT,0.7464,0.5047>, and <c4,CAM_FRONT_RIGHT,0.2667,0.5547>. Despite the corruption, these objects remain identifiable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg"
    }
  },
  {
    "scene_token": "212fd4c9c9174635a7ec76051c8eec9e",
    "frame_token": "f694bb78aa7c47b98e6bd2ad1b2329f0",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK_RIGHT,0.8854,0.5806> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a red car moving to the back right of the ego vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg"
    }
  },
  {
    "scene_token": "212fd4c9c9174635a7ec76051c8eec9e",
    "frame_token": "f694bb78aa7c47b98e6bd2ad1b2329f0",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Turn right and decelerate gradually without braking are safe actions for the ego vehicle in this scenario. The corruption does not affect the safety of these actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg"
    }
  },
  {
    "scene_token": "212fd4c9c9174635a7ec76051c8eec9e",
    "frame_token": "f694bb78aa7c47b98e6bd2ad1b2329f0",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK_RIGHT,0.8854,0.5806> considering the lens obstacle corruption?",
    "answer": "No action taken by the ego vehicle will lead to a collision with <c1,CAM_BACK_RIGHT,0.8854,0.5806>. The corruption does not change this outcome.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg"
    }
  },
  {
    "scene_token": "212fd4c9c9174635a7ec76051c8eec9e",
    "frame_token": "f694bb78aa7c47b98e6bd2ad1b2329f0",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a suburban road with some greenery and buildings visible. The lens obstacle corruption creates blurred areas in the images, particularly affecting the CAM_BACK_LEFT view. Key objects include a red car moving to the back right, a person on a black motorcycle to the back left, a white truck also to the back left, and a white sedan to the front right. Despite the corruption, these objects are still identifiable by their positions and descriptions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg"
    }
  },
  {
    "scene_token": "a25d763258dc4526b52759b3ddaad7ec",
    "frame_token": "b67b4af69b6a46c3bfb1ba76450b0310",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bright. B. Color quant. C. Bit error. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg"
    }
  },
  {
    "scene_token": "a25d763258dc4526b52759b3ddaad7ec",
    "frame_token": "b67b4af69b6a46c3bfb1ba76450b0310",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The CAM_FRONT and CAM_FRONT_LEFT images are affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg"
    }
  },
  {
    "scene_token": "a25d763258dc4526b52759b3ddaad7ec",
    "frame_token": "b67b4af69b6a46c3bfb1ba76450b0310",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.3495,0.5814> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a white pickup truck moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg"
    }
  },
  {
    "scene_token": "a25d763258dc4526b52759b3ddaad7ec",
    "frame_token": "b67b4af69b6a46c3bfb1ba76450b0310",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a man with a backpack to the front right of the ego vehicle, a white pickup truck to the back of the ego vehicle, a white sedan to the front of the ego vehicle, and a man riding a bicycle to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.2562,0.5797>, <c2,CAM_BACK,0.3495,0.5814>, <c3,CAM_FRONT,0.2526,0.6797>, and <c4,CAM_FRONT_LEFT,0.8766,0.6574>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg"
    }
  },
  {
    "scene_token": "a25d763258dc4526b52759b3ddaad7ec",
    "frame_token": "b67b4af69b6a46c3bfb1ba76450b0310",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.2562,0.5797> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary pedestrian, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg"
    }
  },
  {
    "scene_token": "a25d763258dc4526b52759b3ddaad7ec",
    "frame_token": "b67b4af69b6a46c3bfb1ba76450b0310",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed and change to the right lane.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg"
    }
  },
  {
    "scene_token": "a25d763258dc4526b52759b3ddaad7ec",
    "frame_token": "b67b4af69b6a46c3bfb1ba76450b0310",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.2562,0.5797> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg"
    }
  },
  {
    "scene_token": "a25d763258dc4526b52759b3ddaad7ec",
    "frame_token": "b67b4af69b6a46c3bfb1ba76450b0310",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a busy urban scene with several key objects. A man with a backpack is stationary to the front right of the ego vehicle. A white pickup truck is moving to the back of the vehicle. A white sedan is stationary in front, and a man riding a bicycle is moving to the front left. The lens obstacle corruption affects the CAM_FRONT and CAM_FRONT_LEFT images, causing a blurred area in the center of these images.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488286678113.jpg"
    }
  },
  {
    "scene_token": "e329b73341204af7a9de29e65291ce1c",
    "frame_token": "8a622afe1c5c4ef0b8ceb9addf736137",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Saturate. B. Color quant. C. Motion blur. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg"
    }
  },
  {
    "scene_token": "e329b73341204af7a9de29e65291ce1c",
    "frame_token": "8a622afe1c5c4ef0b8ceb9addf736137",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected, with significant blurring in the center area.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg"
    }
  },
  {
    "scene_token": "e329b73341204af7a9de29e65291ce1c",
    "frame_token": "8a622afe1c5c4ef0b8ceb9addf736137",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the back of the ego vehicle, a blue pickup truck to the back left of the ego vehicle, a red car to the front of the ego vehicle, and a white sedan car to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.3239,0.5889>, <c2,CAM_BACK_LEFT,0.4942,0.6787>, <c3,CAM_FRONT,0.0370,0.7203>, and <c4,CAM_FRONT_LEFT,0.4255,0.7314>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg"
    }
  },
  {
    "scene_token": "e329b73341204af7a9de29e65291ce1c",
    "frame_token": "8a622afe1c5c4ef0b8ceb9addf736137",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.3239,0.5889> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "A, Explanation: The object is a black car moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg"
    }
  },
  {
    "scene_token": "e329b73341204af7a9de29e65291ce1c",
    "frame_token": "8a622afe1c5c4ef0b8ceb9addf736137",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.3239,0.5889> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg"
    }
  },
  {
    "scene_token": "e329b73341204af7a9de29e65291ce1c",
    "frame_token": "8a622afe1c5c4ef0b8ceb9addf736137",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg"
    }
  },
  {
    "scene_token": "e329b73341204af7a9de29e65291ce1c",
    "frame_token": "8a622afe1c5c4ef0b8ceb9addf736137",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.3239,0.5889> considering the lens obstacle corruption?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg"
    }
  },
  {
    "scene_token": "e329b73341204af7a9de29e65291ce1c",
    "frame_token": "8a622afe1c5c4ef0b8ceb9addf736137",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is rainy with lens obstacle corruption causing blurring in the images. A black car is moving behind the ego vehicle, visible in the CAM_BACK image. A blue pickup truck is stationary to the back left, seen in the CAM_BACK_LEFT image. In front of the ego vehicle, a red car is stationary, captured in the CAM_FRONT image, which is heavily blurred. A white sedan is stationary to the front left, visible in the CAM_FRONT_LEFT image. The road is wet, and visibility is reduced due to the weather and lens obstruction.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg"
    }
  },
  {
    "scene_token": "b886756c3fd641eeba9dda3932e196c0",
    "frame_token": "d3f914f3a4a9477a9070d34db98440bc",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bright. B. H256 ABR compression. C. Fog. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg"
    }
  },
  {
    "scene_token": "b886756c3fd641eeba9dda3932e196c0",
    "frame_token": "d3f914f3a4a9477a9070d34db98440bc",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from the CAM_BACK_LEFT camera is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg"
    }
  },
  {
    "scene_token": "b886756c3fd641eeba9dda3932e196c0",
    "frame_token": "d3f914f3a4a9477a9070d34db98440bc",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white SUV to the back of the ego vehicle, a man wearing white clothes to the back right of the ego vehicle, and a man wearing black clothes to the back left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.3263,0.6722>, <c2,CAM_BACK_RIGHT,0.0886,0.7453>, and <c3,CAM_BACK_LEFT,0.9483,0.6769>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg"
    }
  },
  {
    "scene_token": "b886756c3fd641eeba9dda3932e196c0",
    "frame_token": "d3f914f3a4a9477a9070d34db98440bc",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.3263,0.6722> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "B, Explanation: The object is a white SUV turning right, and the corruption does not affect this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg"
    }
  },
  {
    "scene_token": "b886756c3fd641eeba9dda3932e196c0",
    "frame_token": "d3f914f3a4a9477a9070d34db98440bc",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.3263,0.6722> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, and the corruption does not change this identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg"
    }
  },
  {
    "scene_token": "b886756c3fd641eeba9dda3932e196c0",
    "frame_token": "d3f914f3a4a9477a9070d34db98440bc",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that a man wearing black clothes at left rear camera. The object is stationary, so the ego vehicle should keep going ahead at the same speed. Secondly, notice that a man wearing white clothes at right rear camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice that white SUV at back camera. The object is turning right, so the ego vehicle should keep going ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg"
    }
  },
  {
    "scene_token": "b886756c3fd641eeba9dda3932e196c0",
    "frame_token": "d3f914f3a4a9477a9070d34db98440bc",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.3263,0.6722> considering the lens obstacle corruption?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg"
    }
  },
  {
    "scene_token": "b886756c3fd641eeba9dda3932e196c0",
    "frame_token": "d3f914f3a4a9477a9070d34db98440bc",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Turn right, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg"
    }
  },
  {
    "scene_token": "b886756c3fd641eeba9dda3932e196c0",
    "frame_token": "d3f914f3a4a9477a9070d34db98440bc",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a driveway leading to a modern building complex surrounded by greenery. The lens obstacle corruption affects visibility in certain areas, particularly in the CAM_BACK_LEFT image. Key objects include a white SUV moving to the right, located at the back of the ego vehicle, a man wearing white clothes moving at the back right, and a stationary man in black clothes at the back left. Despite the corruption, the scene remains navigable with clear paths and visible pedestrians.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663026927893.jpg"
    }
  },
  {
    "scene_token": "e2d9a52b37bd4b63b913777ef77b2d4f",
    "frame_token": "70b4c26f830c4b8b8be56ca40d91d846",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. H256 ABR compression. B. Saturate. C. Lens obstacle. D. Motion blur",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg"
    }
  },
  {
    "scene_token": "e2d9a52b37bd4b63b913777ef77b2d4f",
    "frame_token": "70b4c26f830c4b8b8be56ca40d91d846",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_LEFT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg"
    }
  },
  {
    "scene_token": "e2d9a52b37bd4b63b913777ef77b2d4f",
    "frame_token": "70b4c26f830c4b8b8be56ca40d91d846",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c1,CAM_BACK,0.4239,0.5861>? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "A, Explanation: The object is a blue SUV moving to the right of the ego vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg"
    }
  },
  {
    "scene_token": "e2d9a52b37bd4b63b913777ef77b2d4f",
    "frame_token": "70b4c26f830c4b8b8be56ca40d91d846",
    "question_type": "robust_qas",
    "question": "With the lens obstacle corruption, what are the important objects in the current scene? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a blue SUV to the back of the ego vehicle, a white van to the front left of the ego vehicle, a pedestrian wearing a white shirt to the front of the ego vehicle, and a black sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4239,0.5861>, <c2,CAM_FRONT_LEFT,0.2411,0.3547>, <c3,CAM_FRONT,0.3886,0.5686>, and <c4,CAM_BACK,0.2807,0.6139>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg"
    }
  },
  {
    "scene_token": "e2d9a52b37bd4b63b913777ef77b2d4f",
    "frame_token": "70b4c26f830c4b8b8be56ca40d91d846",
    "question_type": "robust_qas",
    "question": "Given the lens obstacle corruption, is <c1,CAM_BACK,0.4239,0.5861> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a blue SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg"
    }
  },
  {
    "scene_token": "e2d9a52b37bd4b63b913777ef77b2d4f",
    "frame_token": "70b4c26f830c4b8b8be56ca40d91d846",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Turning left, slightly offsetting to the left, or slightly offsetting to the right are safe actions for the ego vehicle in this scenario.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg"
    }
  },
  {
    "scene_token": "e2d9a52b37bd4b63b913777ef77b2d4f",
    "frame_token": "70b4c26f830c4b8b8be56ca40d91d846",
    "question_type": "robust_qas",
    "question": "Under the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.4239,0.5861>?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg"
    }
  },
  {
    "scene_token": "e2d9a52b37bd4b63b913777ef77b2d4f",
    "frame_token": "70b4c26f830c4b8b8be56ca40d91d846",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with several vehicles and a pedestrian. The CAM_BACK shows a blue SUV moving, positioned at coordinates <0.4239, 0.5861>. The CAM_FRONT_LEFT captures a stationary white van at <0.2411, 0.3547>. A pedestrian wearing a white shirt is moving in the CAM_FRONT at <0.3886, 0.5686>. Additionally, a black sedan is moving in the CAM_BACK at <0.2807, 0.6139>. The lens obstacle corruption affects visibility, particularly in the CAM_FRONT_LEFT image, obscuring parts of the scene.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985576427893.jpg"
    }
  },
  {
    "scene_token": "84f4c0747550493f959595dae6785cd3",
    "frame_token": "d100b9b08be9440498d7abf933732f5f",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Fog. C. Image compression. D. Color quant",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg"
    }
  },
  {
    "scene_token": "84f4c0747550493f959595dae6785cd3",
    "frame_token": "d100b9b08be9440498d7abf933732f5f",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg"
    }
  },
  {
    "scene_token": "84f4c0747550493f959595dae6785cd3",
    "frame_token": "d100b9b08be9440498d7abf933732f5f",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a yellow and white bus to the back of the ego vehicle, a walking person to the front left of the ego vehicle, a black sedan to the back of the ego vehicle, a walking person to the back of the ego vehicle, a black car to the back left of the ego vehicle, and a silver sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.4974,0.5361>, <c2,CAM_FRONT_LEFT,0.1516,0.6009>, <c3,CAM_BACK,0.6683,0.5731>, <c4,CAM_BACK,0.1964,0.5778>, <c5,CAM_BACK_LEFT,0.5495,0.7453>, and <c6,CAM_BACK,0.8824,0.6116>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg"
    }
  },
  {
    "scene_token": "84f4c0747550493f959595dae6785cd3",
    "frame_token": "d100b9b08be9440498d7abf933732f5f",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.4974,0.5361> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "A, Explanation: The object is a yellow and white bus moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg"
    }
  },
  {
    "scene_token": "84f4c0747550493f959595dae6785cd3",
    "frame_token": "d100b9b08be9440498d7abf933732f5f",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.4974,0.5361> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a yellow and white bus, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg"
    }
  },
  {
    "scene_token": "84f4c0747550493f959595dae6785cd3",
    "frame_token": "d100b9b08be9440498d7abf933732f5f",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.4974,0.5361> considering the lens obstacle corruption?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg"
    }
  },
  {
    "scene_token": "84f4c0747550493f959595dae6785cd3",
    "frame_token": "d100b9b08be9440498d7abf933732f5f",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Decelerate gradually without braking; keep going at the same speed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg"
    }
  },
  {
    "scene_token": "84f4c0747550493f959595dae6785cd3",
    "frame_token": "d100b9b08be9440498d7abf933732f5f",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is affected by lens obstacle corruption, causing a blurred area in the center of the images. Despite this, key objects are identifiable: a yellow and white bus is moving behind the ego vehicle, a walking person is visible to the front left, a black sedan is also moving behind, another pedestrian is walking behind, a black car is positioned to the back left, and a silver sedan is moving behind. The environment includes a bridge structure and buildings, with clear skies above.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg"
    }
  },
  {
    "scene_token": "54cdaaae372d421fa4734d66f51a8c48",
    "frame_token": "1b45a97a0e5e49fe9cd345dd4bd729c3",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Motion blur. B. Snow. C. Zoom blur. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg"
    }
  },
  {
    "scene_token": "54cdaaae372d421fa4734d66f51a8c48",
    "frame_token": "1b45a97a0e5e49fe9cd345dd4bd729c3",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg"
    }
  },
  {
    "scene_token": "54cdaaae372d421fa4734d66f51a8c48",
    "frame_token": "1b45a97a0e5e49fe9cd345dd4bd729c3",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a white sedan car to the front of the ego vehicle, a blue sedan to the front right of the ego vehicle, a white sedan to the front right of the ego vehicle, a white van to the front of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4797,0.5703>, <c2,CAM_FRONT_RIGHT,0.2625,0.6000>, <c3,CAM_FRONT_RIGHT,0.4922,0.5880>, <c4,CAM_FRONT,0.0083,0.5278>, and <c5,CAM_FRONT,0.4441,0.3788>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg"
    }
  },
  {
    "scene_token": "54cdaaae372d421fa4734d66f51a8c48",
    "frame_token": "1b45a97a0e5e49fe9cd345dd4bd729c3",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.4797,0.5703> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "B, Explanation: The object is a white sedan car moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg"
    }
  },
  {
    "scene_token": "54cdaaae372d421fa4734d66f51a8c48",
    "frame_token": "1b45a97a0e5e49fe9cd345dd4bd729c3",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.4797,0.5703> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg"
    }
  },
  {
    "scene_token": "54cdaaae372d421fa4734d66f51a8c48",
    "frame_token": "1b45a97a0e5e49fe9cd345dd4bd729c3",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.4797,0.5703> under lens obstacle corruption?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg"
    }
  },
  {
    "scene_token": "54cdaaae372d421fa4734d66f51a8c48",
    "frame_token": "1b45a97a0e5e49fe9cd345dd4bd729c3",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.4797,0.5703> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to remain stationary. The reason for this action is to follow the traffic rules. The probability of this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg"
    }
  },
  {
    "scene_token": "54cdaaae372d421fa4734d66f51a8c48",
    "frame_token": "1b45a97a0e5e49fe9cd345dd4bd729c3",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an intersection with multiple lanes and traffic lights. Due to lens obstacle corruption, the central part of the images is blurred, making it challenging to identify objects clearly. However, key objects include a white sedan car moving to the right in front of the ego vehicle, a blue sedan to the front right, another white sedan to the front right, a white van directly ahead, and a red traffic light in front. These objects are positioned at coordinates <c1,CAM_FRONT,0.4797,0.5703>, <c2,CAM_FRONT_RIGHT,0.2625,0.6000>, <c3,CAM_FRONT_RIGHT,0.4922,0.5880>, <c4,CAM_FRONT,0.0083,0.5278>, and <c5,CAM_FRONT,0.4441,0.3788> respectively.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533280042627893.jpg"
    }
  },
  {
    "scene_token": "6b6a24b7ae6b40ee95d60918f7f4cb2e",
    "frame_token": "c042a09f7f3a4585b253e29552117b45",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Image compression. C. Saturate. D. Motion blur",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg"
    }
  },
  {
    "scene_token": "6b6a24b7ae6b40ee95d60918f7f4cb2e",
    "frame_token": "c042a09f7f3a4585b253e29552117b45",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg"
    }
  },
  {
    "scene_token": "6b6a24b7ae6b40ee95d60918f7f4cb2e",
    "frame_token": "c042a09f7f3a4585b253e29552117b45",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white sedan car to the front right of the ego vehicle, a black sedan to the back right of the ego vehicle, a black car to the back of the ego vehicle, a truck to the front of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.0172,0.6203>, <c2,CAM_BACK_RIGHT,0.5005,0.7630>, <c3,CAM_BACK,0.5526,0.7037>, <c4,CAM_FRONT,0.2484,0.5444>, and <c5,CAM_FRONT,0.5467,0.3571>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg"
    }
  },
  {
    "scene_token": "6b6a24b7ae6b40ee95d60918f7f4cb2e",
    "frame_token": "c042a09f7f3a4585b253e29552117b45",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.0172,0.6203> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a white sedan car moving to the right, which is consistent with the original observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg"
    }
  },
  {
    "scene_token": "6b6a24b7ae6b40ee95d60918f7f4cb2e",
    "frame_token": "c042a09f7f3a4585b253e29552117b45",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.0172,0.6203> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg"
    }
  },
  {
    "scene_token": "6b6a24b7ae6b40ee95d60918f7f4cb2e",
    "frame_token": "c042a09f7f3a4585b253e29552117b45",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg"
    }
  },
  {
    "scene_token": "6b6a24b7ae6b40ee95d60918f7f4cb2e",
    "frame_token": "c042a09f7f3a4585b253e29552117b45",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.0172,0.6203> considering the lens obstacle corruption?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg"
    }
  },
  {
    "scene_token": "6b6a24b7ae6b40ee95d60918f7f4cb2e",
    "frame_token": "c042a09f7f3a4585b253e29552117b45",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban intersection with wet road conditions, indicating recent rain. The CAM_FRONT image shows a truck stationary at the intersection, partially obscured by lens obstacle corruption. A red light is visible in the same direction. To the front right, a white sedan is moving, captured by the CAM_FRONT_RIGHT. Behind the ego vehicle, a black sedan is moving, and a black car is stationary, as seen in the CAM_BACK_RIGHT and CAM_BACK images respectively. The surrounding buildings and construction cranes are visible, adding complexity to the scene.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg"
    }
  },
  {
    "scene_token": "798e8504b4364d378270333a349ef508",
    "frame_token": "2845ebeeef274d59862d9f5384368db9",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Saturate. B. Lens obstacle. C. Snow. D. Motion blur",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg"
    }
  },
  {
    "scene_token": "798e8504b4364d378270333a349ef508",
    "frame_token": "2845ebeeef274d59862d9f5384368db9",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The front camera images are most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg"
    }
  },
  {
    "scene_token": "798e8504b4364d378270333a349ef508",
    "frame_token": "2845ebeeef274d59862d9f5384368db9",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what are the important objects in the current scene for future reasoning and driving decisions?",
    "answer": "There is a green construction vehicle to the front of the ego vehicle, a silver van to the front of the ego vehicle, and a white sedan to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.2179,0.5042>, <c2,CAM_FRONT,0.3786,0.5408>, and <c3,CAM_FRONT,0.4755,0.5231>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg"
    }
  },
  {
    "scene_token": "798e8504b4364d378270333a349ef508",
    "frame_token": "2845ebeeef274d59862d9f5384368db9",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c3,CAM_FRONT,0.4755,0.5231> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "A, Explanation: The object is a white sedan and is in a right turn state.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg"
    }
  },
  {
    "scene_token": "798e8504b4364d378270333a349ef508",
    "frame_token": "2845ebeeef274d59862d9f5384368db9",
    "question_type": "robust_qas",
    "question": "With the lens obstacle corruption, what object should the ego vehicle notice first when approaching the next location, and what action should it take?",
    "answer": "First, notice the silver van at the front camera, which is stationary, so the ego vehicle should move forward at a constant speed. Second, notice the green construction vehicle at the front camera, which is also stationary, so the ego vehicle should continue moving forward at a constant speed. Lastly, notice the white sedan at the front camera, which is in a right turn state, so the ego vehicle should remain stationary and move forward at a constant speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg"
    }
  },
  {
    "scene_token": "798e8504b4364d378270333a349ef508",
    "frame_token": "2845ebeeef274d59862d9f5384368db9",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.2179,0.5042> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a green construction vehicle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg"
    }
  },
  {
    "scene_token": "798e8504b4364d378270333a349ef508",
    "frame_token": "2845ebeeef274d59862d9f5384368db9",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions could the ego vehicle take based on <c1,CAM_FRONT,0.2179,0.5042>? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability of this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg"
    }
  },
  {
    "scene_token": "798e8504b4364d378270333a349ef508",
    "frame_token": "2845ebeeef274d59862d9f5384368db9",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, brake suddenly, brake gently to a stop, decelerate gradually without braking, slightly offset to the right, change to the right lane, turn right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg"
    }
  },
  {
    "scene_token": "798e8504b4364d378270333a349ef508",
    "frame_token": "2845ebeeef274d59862d9f5384368db9",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban street with several stationary vehicles and some moving traffic. The front camera shows a green construction vehicle at coordinates <c1,CAM_FRONT,0.2179,0.5042>, a silver van at <c2,CAM_FRONT,0.3786,0.5408>, and a white sedan at <c3,CAM_FRONT,0.4755,0.5231>. The lens obstacle corruption creates a blurred area in the center of the images, making it challenging to perceive distant objects clearly. Despite this, the immediate surroundings, including road barriers and nearby foliage, are visible and should be considered in planning.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402045877893.jpg"
    }
  },
  {
    "scene_token": "6207269cb9474c14b01f9610b2ee30aa",
    "frame_token": "c42eec2e6901462ca66b926d1154cc44",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Fog. C. Zoom blur. D. Water splash",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg"
    }
  },
  {
    "scene_token": "6207269cb9474c14b01f9610b2ee30aa",
    "frame_token": "c42eec2e6901462ca66b926d1154cc44",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The images from CAM_BACK, CAM_FRONT_LEFT, CAM_BACK_LEFT, and CAM_BACK_RIGHT are affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg"
    }
  },
  {
    "scene_token": "6207269cb9474c14b01f9610b2ee30aa",
    "frame_token": "c42eec2e6901462ca66b926d1154cc44",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption?",
    "answer": "There is a white truck to the back of the ego vehicle, a white sedan to the front left of the ego vehicle, a brown car to the back of the ego vehicle, and a white sedan to the back left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK,0.5344,0.5009>, <c2,CAM_FRONT_LEFT,0.6552,0.5703>, <c3,CAM_BACK,0.9366,0.5776>, and <c4,CAM_BACK_LEFT,0.6458,0.6056>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg"
    }
  },
  {
    "scene_token": "6207269cb9474c14b01f9610b2ee30aa",
    "frame_token": "c42eec2e6901462ca66b926d1154cc44",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_BACK,0.5344,0.5009> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "A, Explanation: The object is a white truck moving behind the ego vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg"
    }
  },
  {
    "scene_token": "6207269cb9474c14b01f9610b2ee30aa",
    "frame_token": "c42eec2e6901462ca66b926d1154cc44",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK,0.5344,0.5009> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg"
    }
  },
  {
    "scene_token": "6207269cb9474c14b01f9610b2ee30aa",
    "frame_token": "c42eec2e6901462ca66b926d1154cc44",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK,0.5344,0.5009> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg"
    }
  },
  {
    "scene_token": "6207269cb9474c14b01f9610b2ee30aa",
    "frame_token": "c42eec2e6901462ca66b926d1154cc44",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Decelerate gradually without braking; brake gently to a stop.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg"
    }
  },
  {
    "scene_token": "6207269cb9474c14b01f9610b2ee30aa",
    "frame_token": "c42eec2e6901462ca66b926d1154cc44",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment consists of a road with multiple vehicles around the ego vehicle. The lens obstacle corruption affects visibility in several camera views, creating blurred areas. Key objects include a moving white truck behind the ego vehicle, a stationary white sedan to the front left, a stationary brown car behind, and another stationary white sedan to the back left. Despite the corruption, the ego vehicle must navigate safely, considering these objects' positions and statuses.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533582489678113.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7b9d2655d07f41a081fb2d133d93d625",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Image compression. B. Water splash. C. Lens obstacle. D. Bright",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7b9d2655d07f41a081fb2d133d93d625",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT_LEFT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7b9d2655d07f41a081fb2d133d93d625",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c5,CAM_BACK,0.4000,0.6102> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "B, Explanation: The object is a moving black sedan, and the corruption does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7b9d2655d07f41a081fb2d133d93d625",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the back right of the ego vehicle, a white sedan to the front right of the ego vehicle, a black sedan to the front left of the ego vehicle, a black sedan to the back of the ego vehicle, a white and yellow commercial vehicle to the front right of the ego vehicle, and a white sedan to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_BACK_RIGHT,0.3781,0.7686>, <c2,CAM_FRONT_RIGHT,0.2234,0.7194>, <c3,CAM_FRONT_LEFT,0.8271,0.7436>, <c5,CAM_BACK,0.4000,0.6102>, <c6,CAM_FRONT_RIGHT,0.4229,0.7398>, and <c4,CAM_FRONT_LEFT,0.5964,0.7444>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7b9d2655d07f41a081fb2d133d93d625",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_BACK_RIGHT,0.3781,0.7686> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary black car, and the corruption does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7b9d2655d07f41a081fb2d133d93d625",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7b9d2655d07f41a081fb2d133d93d625",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_BACK_RIGHT,0.3781,0.7686> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed; the reason is that there is no safety issue. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7b9d2655d07f41a081fb2d133d93d625",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a parking area with several stationary vehicles. The lens obstacle corruption affects visibility in certain areas, particularly in the CAM_FRONT_LEFT view. Key objects include a black car at the back right, a white sedan at the front right, a black sedan at the front left, a moving black sedan at the back, and a white and yellow commercial vehicle at the front right. Despite the corruption, the positions of these vehicles remain identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845613277893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7a8188fded5b4e53b449effb2739d3b6",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. Lens obstacle. C. Rain. D. Saturate",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845625627893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7a8188fded5b4e53b449effb2739d3b6",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT and CAM_FRONT_LEFT images are most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845625627893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7a8188fded5b4e53b449effb2739d3b6",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black pants pedestrian to the front of the ego vehicle, a black sedan to the front right of the ego vehicle, a gray sedan to the front of the ego vehicle, a black pants pedestrian to the front of the ego vehicle, a red and white cone bucket to the front left of the ego vehicle, and a black car to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.4245,0.6148>, <c2,CAM_FRONT_RIGHT,0.2583,0.8028>, <c3,CAM_FRONT,0.2505,0.6842>, <c4,CAM_FRONT,0.4677,0.6370>, <c5,CAM_FRONT_LEFT,0.8161,0.8519>, and <c6,CAM_BACK,0.7978,0.7722>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845625627893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7a8188fded5b4e53b449effb2739d3b6",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.4245,0.6148> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "B, Explanation: The object is a pedestrian moving to the right, and the corruption does not affect this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845625627893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7a8188fded5b4e53b449effb2739d3b6",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.4245,0.6148> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a pedestrian, and the corruption does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845625627893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7a8188fded5b4e53b449effb2739d3b6",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.4245,0.6148> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to remain stationary. The reason for this action is that there is no safety issue. The probability of this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845625627893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7a8188fded5b4e53b449effb2739d3b6",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.4245,0.6148> considering the lens obstacle corruption?",
    "answer": "Accelerate and go straight can lead to a collision with <c1,CAM_FRONT,0.4245,0.6148>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845625627893.jpg"
    }
  },
  {
    "scene_token": "c2d5a5e7f7dc4e12b967fff22a0e1bf1",
    "frame_token": "7a8188fded5b4e53b449effb2739d3b6",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with several parked vehicles and a pedestrian crossing the street. The lens obstacle corruption affects the central view, making it challenging to see the middle of the road clearly. Key objects include a black pants pedestrian moving in front of the ego vehicle, a stationary black sedan to the front right, and a gray sedan directly ahead. A red and white cone bucket is visible to the front left, and a stationary black car is behind the ego vehicle. Despite the corruption, the positions of these objects are identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845625627893.jpg"
    }
  },
  {
    "scene_token": "eac3102e4cc24d4b95532bcc711a902f",
    "frame_token": "ee4ed5937b704e428d539892d66275f9",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. H256 ABR compression. B. Lens obstacle. C. Dark. D. Rain",
    "answer": "B. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402020277902.jpg"
    }
  },
  {
    "scene_token": "eac3102e4cc24d4b95532bcc711a902f",
    "frame_token": "ee4ed5937b704e428d539892d66275f9",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT is most affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402020277902.jpg"
    }
  },
  {
    "scene_token": "eac3102e4cc24d4b95532bcc711a902f",
    "frame_token": "ee4ed5937b704e428d539892d66275f9",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_FRONT,0.7552,0.5981> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "B, Explanation: The blue sedan is turning right, and the corruption does not affect this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402020277902.jpg"
    }
  },
  {
    "scene_token": "eac3102e4cc24d4b95532bcc711a902f",
    "frame_token": "ee4ed5937b704e428d539892d66275f9",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a person wearing black clothes riding a red motorcycle to the front of the ego vehicle, a blue sedan to the front of the ego vehicle, and a red car to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.3719,0.5908>, <c2,CAM_FRONT,0.7552,0.5981>, and <c3,CAM_BACK,0.5344,0.6064>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402020277902.jpg"
    }
  },
  {
    "scene_token": "eac3102e4cc24d4b95532bcc711a902f",
    "frame_token": "ee4ed5937b704e428d539892d66275f9",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.3719,0.5908> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a person wearing black clothes riding a red motorcycle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402020277902.jpg"
    }
  },
  {
    "scene_token": "eac3102e4cc24d4b95532bcc711a902f",
    "frame_token": "ee4ed5937b704e428d539892d66275f9",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice a person wearing black clothes riding a red motorcycle at front camera. The object is stationary, so the ego vehicle should slow down and proceed. Secondly, notice blue sedan at front camera. The object is turning right, so the ego vehicle should slow down and proceed. Thirdly, notice red car at back camera. The object is going ahead, so the ego vehicle should slow down and proceed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402020277902.jpg"
    }
  },
  {
    "scene_token": "eac3102e4cc24d4b95532bcc711a902f",
    "frame_token": "ee4ed5937b704e428d539892d66275f9",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Turn left and continue at the same speed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402020277902.jpg"
    }
  },
  {
    "scene_token": "eac3102e4cc24d4b95532bcc711a902f",
    "frame_token": "ee4ed5937b704e428d539892d66275f9",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3719,0.5908> considering the lens obstacle corruption?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402020277902.jpg"
    }
  },
  {
    "scene_token": "eac3102e4cc24d4b95532bcc711a902f",
    "frame_token": "ee4ed5937b704e428d539892d66275f9",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is partially obscured due to lens obstacle corruption, particularly affecting the central view from the front camera. Despite the obstruction, key objects are identifiable: a person wearing black clothes riding a red motorcycle is stationary in front of the ego vehicle, a blue sedan is turning right, and a red car is moving ahead behind the ego vehicle. The scene includes a mix of stationary and moving objects, with trees and buildings visible in the periphery.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402020277902.jpg"
    }
  },
  {
    "scene_token": "8c45a7a9142f4f848d463cc46843db71",
    "frame_token": "6bcbfd126c8b44f0bb5a04a7efdc3986",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Bit error. B. Saturate. C. Bright. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659017628113.jpg"
    }
  },
  {
    "scene_token": "8c45a7a9142f4f848d463cc46843db71",
    "frame_token": "6bcbfd126c8b44f0bb5a04a7efdc3986",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The CAM_FRONT and CAM_BACK images are affected.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659017628113.jpg"
    }
  },
  {
    "scene_token": "8c45a7a9142f4f848d463cc46843db71",
    "frame_token": "6bcbfd126c8b44f0bb5a04a7efdc3986",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c1,CAM_FRONT,0.1906,0.6139>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a silver sedan turning right, visible despite the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659017628113.jpg"
    }
  },
  {
    "scene_token": "8c45a7a9142f4f848d463cc46843db71",
    "frame_token": "6bcbfd126c8b44f0bb5a04a7efdc3986",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a silver sedan to the front of the ego vehicle, a silver sedan to the front right of the ego vehicle, and a blue sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.1906,0.6139>, <c2,CAM_FRONT_RIGHT,0.0255,0.6083>, and <c3,CAM_BACK,0.5286,0.7176>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659017628113.jpg"
    }
  },
  {
    "scene_token": "8c45a7a9142f4f848d463cc46843db71",
    "frame_token": "6bcbfd126c8b44f0bb5a04a7efdc3986",
    "question_type": "robust_qas",
    "question": "With the lens obstacle corruption, what object should the ego vehicle notice first when getting to the next possible location? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly notice that silver sedan at front camera. The object is turning right, so the ego vehicle should remain stationary. Secondly, notice that silver sedan at right camera. The object is going ahead, so the ego vehicle should remain stationary. Thirdly, notice that blue sedan at back camera. The object is stationary, so the ego vehicle should remain stationary.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659017628113.jpg"
    }
  },
  {
    "scene_token": "8c45a7a9142f4f848d463cc46843db71",
    "frame_token": "6bcbfd126c8b44f0bb5a04a7efdc3986",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.1906,0.6139> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659017628113.jpg"
    }
  },
  {
    "scene_token": "8c45a7a9142f4f848d463cc46843db71",
    "frame_token": "6bcbfd126c8b44f0bb5a04a7efdc3986",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop, slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659017628113.jpg"
    }
  },
  {
    "scene_token": "8c45a7a9142f4f848d463cc46843db71",
    "frame_token": "6bcbfd126c8b44f0bb5a04a7efdc3986",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.1906,0.6139> considering the lens obstacle corruption?",
    "answer": "Slight left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659017628113.jpg"
    }
  },
  {
    "scene_token": "8c45a7a9142f4f848d463cc46843db71",
    "frame_token": "6bcbfd126c8b44f0bb5a04a7efdc3986",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban intersection with overcast skies. The CAM_FRONT image shows a silver sedan turning right, partially obscured by lens obstacle corruption. The CAM_FRONT_RIGHT image captures another silver sedan moving ahead. The CAM_BACK image reveals a stationary blue sedan. Despite the corruption, the ego vehicle must navigate carefully, considering the positions and movements of these vehicles.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659017628113.jpg"
    }
  },
  {
    "scene_token": "e209e66ff7834490b212c16cb12a1ce9",
    "frame_token": "187ecc6a2ce34e52ba02da567d21e23c",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Sensor failure. B. Zoom blur. C. Bit error. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573648678121.jpg"
    }
  },
  {
    "scene_token": "e209e66ff7834490b212c16cb12a1ce9",
    "frame_token": "187ecc6a2ce34e52ba02da567d21e23c",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573648678121.jpg"
    }
  },
  {
    "scene_token": "e209e66ff7834490b212c16cb12a1ce9",
    "frame_token": "187ecc6a2ce34e52ba02da567d21e23c",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a person riding a motorcycle to the front of the ego vehicle, a gray minivan to the back of the ego vehicle, a black SUV to the front left of the ego vehicle, and a white motorhome to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.0938,0.6481>, <c2,CAM_BACK,0.4567,0.6186>, <c3,CAM_FRONT_LEFT,0.5833,0.7564>, and <c4,CAM_FRONT,0.3094,0.5556>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573648678121.jpg"
    }
  },
  {
    "scene_token": "e209e66ff7834490b212c16cb12a1ce9",
    "frame_token": "187ecc6a2ce34e52ba02da567d21e23c",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.4567,0.6186> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a gray minivan and is moving, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573648678121.jpg"
    }
  },
  {
    "scene_token": "e209e66ff7834490b212c16cb12a1ce9",
    "frame_token": "187ecc6a2ce34e52ba02da567d21e23c",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.0938,0.6481> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a person riding a motorcycle, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573648678121.jpg"
    }
  },
  {
    "scene_token": "e209e66ff7834490b212c16cb12a1ce9",
    "frame_token": "187ecc6a2ce34e52ba02da567d21e23c",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.0938,0.6481> considering the lens obstacle corruption?",
    "answer": "Moderate left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573648678121.jpg"
    }
  },
  {
    "scene_token": "e209e66ff7834490b212c16cb12a1ce9",
    "frame_token": "187ecc6a2ce34e52ba02da567d21e23c",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573648678121.jpg"
    }
  },
  {
    "scene_token": "e209e66ff7834490b212c16cb12a1ce9",
    "frame_token": "187ecc6a2ce34e52ba02da567d21e23c",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a bridge with several vehicles and a motorcyclist. The CAM_FRONT image is heavily corrupted, obscuring part of the view. A stationary white motorhome is positioned at the front, while a black SUV is to the front left. A gray minivan is moving behind the ego vehicle. Despite the corruption, the scene is clear enough to identify these key objects and their positions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573648678121.jpg"
    }
  },
  {
    "scene_token": "c0d3796765e2452d990309b2568adac5",
    "frame_token": "464a82c88b4a420a9639cca247918a7c",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Sensor failure. B. H256 ABR compression. C. Lens obstacle. D. Water splash",
    "answer": "C. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115172427893.jpg"
    }
  },
  {
    "scene_token": "c0d3796765e2452d990309b2568adac5",
    "frame_token": "464a82c88b4a420a9639cca247918a7c",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115172427893.jpg"
    }
  },
  {
    "scene_token": "c0d3796765e2452d990309b2568adac5",
    "frame_token": "464a82c88b4a420a9639cca247918a7c",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.2432,0.4972> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "B, Explanation: The object is a white truck, and despite the corruption, it is turning right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115172427893.jpg"
    }
  },
  {
    "scene_token": "c0d3796765e2452d990309b2568adac5",
    "frame_token": "464a82c88b4a420a9639cca247918a7c",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the front of the ego vehicle, a person wearing yellow clothes to the back of the ego vehicle, a gray SUV to the back of the ego vehicle, and a person wearing yellow clothes to the front right of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.2432,0.4972>, <c2,CAM_BACK,0.8771,0.6000>, <c3,CAM_BACK,0.5734,0.6278>, and <c4,CAM_FRONT_RIGHT,0.3901,0.6241>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115172427893.jpg"
    }
  },
  {
    "scene_token": "c0d3796765e2452d990309b2568adac5",
    "frame_token": "464a82c88b4a420a9639cca247918a7c",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.2432,0.4972> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115172427893.jpg"
    }
  },
  {
    "scene_token": "c0d3796765e2452d990309b2568adac5",
    "frame_token": "464a82c88b4a420a9639cca247918a7c",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.2432,0.4972> considering the lens obstacle corruption?",
    "answer": "Accelerating and going straight can lead to a collision with <c1,CAM_FRONT,0.2432,0.4972>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115172427893.jpg"
    }
  },
  {
    "scene_token": "c0d3796765e2452d990309b2568adac5",
    "frame_token": "464a82c88b4a420a9639cca247918a7c",
    "question_type": "robust_qas",
    "question": "In this scenario, what are safe actions to take for the ego vehicle considering the lens obstacle corruption?",
    "answer": "Keep going at the same speed and turn right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115172427893.jpg"
    }
  },
  {
    "scene_token": "c0d3796765e2452d990309b2568adac5",
    "frame_token": "464a82c88b4a420a9639cca247918a7c",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The scene is set in an urban environment with multiple construction barriers and traffic cones lining the road. A white truck is moving ahead in the CAM_FRONT view, partially obscured by the lens obstacle corruption. To the back, a person in yellow clothes and a gray SUV are visible, indicating a busy street. On the front right, another pedestrian in yellow clothes is walking along the sidewalk. Despite the visual obstruction, the key objects remain identifiable, allowing for cautious navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_BACK_RIGHT__1533115172427893.jpg"
    }
  },
  {
    "scene_token": "e12dee10fe2545e4ab88459ed4268bc6",
    "frame_token": "f0efd0739e564fa69c2802faaba20a78",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Fog. C. Water splash. D. Saturate",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193513527893.jpg"
    }
  },
  {
    "scene_token": "e12dee10fe2545e4ab88459ed4268bc6",
    "frame_token": "f0efd0739e564fa69c2802faaba20a78",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The CAM_FRONT image is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193513527893.jpg"
    }
  },
  {
    "scene_token": "e12dee10fe2545e4ab88459ed4268bc6",
    "frame_token": "f0efd0739e564fa69c2802faaba20a78",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a white truck to the front of the ego vehicle, a pedestrian in black short sleeves to the front of the ego vehicle, a pedestrian wearing a white shirt to the front left of the ego vehicle, and a sedan to the back of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.5125,0.5111>, <c2,CAM_FRONT,0.6771,0.6297>, <c3,CAM_FRONT_LEFT,0.8594,0.6213>, and <c4,CAM_BACK,0.7224,0.5380>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193513527893.jpg"
    }
  },
  {
    "scene_token": "e12dee10fe2545e4ab88459ed4268bc6",
    "frame_token": "f0efd0739e564fa69c2802faaba20a78",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT,0.5125,0.5111> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn left. B. Turn right. C. Going ahead.",
    "answer": "B, Explanation: The object is a white truck moving to the right, and the corruption does not affect this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193513527893.jpg"
    }
  },
  {
    "scene_token": "e12dee10fe2545e4ab88459ed4268bc6",
    "frame_token": "f0efd0739e564fa69c2802faaba20a78",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.5125,0.5111> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, and the corruption does not affect this classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193513527893.jpg"
    }
  },
  {
    "scene_token": "e12dee10fe2545e4ab88459ed4268bc6",
    "frame_token": "f0efd0739e564fa69c2802faaba20a78",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193513527893.jpg"
    }
  },
  {
    "scene_token": "e12dee10fe2545e4ab88459ed4268bc6",
    "frame_token": "f0efd0739e564fa69c2802faaba20a78",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.5125,0.5111> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to decelerate gradually without braking. The reason for taking this action is to avoid a collision. The probability of this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193513527893.jpg"
    }
  },
  {
    "scene_token": "e12dee10fe2545e4ab88459ed4268bc6",
    "frame_token": "f0efd0739e564fa69c2802faaba20a78",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a nighttime urban setting with streetlights illuminating the road. A white truck is moving to the front of the ego vehicle, positioned at coordinates <c1,CAM_FRONT,0.5125,0.5111>. A pedestrian in black short sleeves is crossing the road in front of the vehicle at <c2,CAM_FRONT,0.6771,0.6297>. Another pedestrian wearing a white shirt is visible to the front left at <c3,CAM_FRONT_LEFT,0.8594,0.6213>. A stationary sedan is located behind the ego vehicle at <c4,CAM_BACK,0.7224,0.5380>. The lens obstacle corruption affects visibility, particularly in the CAM_FRONT image, obscuring part of the scene.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193513527893.jpg"
    }
  },
  {
    "scene_token": "748894952b00431186308b387c2f424c",
    "frame_token": "672c08701df6465bb5259c60717309fb",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Motion blur. C. Zoom blur. D. Fog",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986179277893.jpg"
    }
  },
  {
    "scene_token": "748894952b00431186308b387c2f424c",
    "frame_token": "672c08701df6465bb5259c60717309fb",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The image from CAM_FRONT is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986179277893.jpg"
    }
  },
  {
    "scene_token": "748894952b00431186308b387c2f424c",
    "frame_token": "672c08701df6465bb5259c60717309fb",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c1,CAM_FRONT_RIGHT,0.5466,0.7209> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.",
    "answer": "A, Explanation: The object is a black car moving to the right, and the corruption does not affect this observation.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986179277893.jpg"
    }
  },
  {
    "scene_token": "748894952b00431186308b387c2f424c",
    "frame_token": "672c08701df6465bb5259c60717309fb",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the front right of the ego vehicle, a gray sedan to the front of the ego vehicle, an orange car to the back of the ego vehicle, a person riding a bike to the front left of the ego vehicle, and a person riding a bike to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT_RIGHT,0.5466,0.7209>, <c2,CAM_FRONT,0.4207,0.6254>, <c3,CAM_BACK,0.4863,0.6850>, <c4,CAM_FRONT_LEFT,0.1151,0.5426>, and <c5,CAM_FRONT_LEFT,0.7604,0.5469>. The corruption does not obscure these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986179277893.jpg"
    }
  },
  {
    "scene_token": "748894952b00431186308b387c2f424c",
    "frame_token": "672c08701df6465bb5259c60717309fb",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT_RIGHT,0.5466,0.7209> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a black car, and the corruption does not change its identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986179277893.jpg"
    }
  },
  {
    "scene_token": "748894952b00431186308b387c2f424c",
    "frame_token": "672c08701df6465bb5259c60717309fb",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.5466,0.7209> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is to avoid a collision, which is high probability. The corruption does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986179277893.jpg"
    }
  },
  {
    "scene_token": "748894952b00431186308b387c2f424c",
    "frame_token": "672c08701df6465bb5259c60717309fb",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.5466,0.7209> considering the lens obstacle corruption?",
    "answer": "Slight right turn. The corruption does not affect this risk.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986179277893.jpg"
    }
  },
  {
    "scene_token": "748894952b00431186308b387c2f424c",
    "frame_token": "672c08701df6465bb5259c60717309fb",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is a busy urban street with several vehicles and cyclists. Despite the lens obstacle corruption, key objects are identifiable: a black car is moving to the front right, a gray sedan is directly ahead, and an orange car is behind. Two cyclists are visible to the front left. The corruption affects visibility but does not obscure these critical objects, allowing for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986179277893.jpg"
    }
  },
  {
    "scene_token": "5a2aac9df32945d183fc81924ff148b6",
    "frame_token": "e21a3e9416d54b8ab488395510f4512d",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Color quant. B. Snow. C. Sensor failure. D. Lens obstacle",
    "answer": "D. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932330927893.jpg"
    }
  },
  {
    "scene_token": "5a2aac9df32945d183fc81924ff148b6",
    "frame_token": "e21a3e9416d54b8ab488395510f4512d",
    "question_type": "robust_qas",
    "question": "Which camera image is affected by lens obstacle corruption?",
    "answer": "The CAM_FRONT and CAM_FRONT_LEFT images are affected by lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932330927893.jpg"
    }
  },
  {
    "scene_token": "5a2aac9df32945d183fc81924ff148b6",
    "frame_token": "e21a3e9416d54b8ab488395510f4512d",
    "question_type": "robust_qas",
    "question": "What is the moving status of object <c2,CAM_BACK,0.4636,0.6241> considering the lens obstacle corruption? Please select the correct answer from the following options: A. Going ahead. B. Turn right. C. Turn left.",
    "answer": "B, Explanation: The object is a silver sedan and is turning right, unaffected by the corruption.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932330927893.jpg"
    }
  },
  {
    "scene_token": "5a2aac9df32945d183fc81924ff148b6",
    "frame_token": "e21a3e9416d54b8ab488395510f4512d",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a silver truck to the front of the ego vehicle, a silver sedan to the back of the ego vehicle, and a pedestrian wearing a helmet to the front left of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.2594,0.5574>, <c2,CAM_BACK,0.4636,0.6241>, and <c3,CAM_FRONT_LEFT,0.3614,0.6314>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932330927893.jpg"
    }
  },
  {
    "scene_token": "5a2aac9df32945d183fc81924ff148b6",
    "frame_token": "e21a3e9416d54b8ab488395510f4512d",
    "question_type": "robust_qas",
    "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the lens obstacle corruption? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?",
    "answer": "Firstly, notice that pedestrian wearing a helmet at left camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice that silver truck at front camera. The object is stationary, so the ego vehicle should continue ahead at the same speed. Thirdly, notice that silver sedan at back camera. The object is turning right, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932330927893.jpg"
    }
  },
  {
    "scene_token": "5a2aac9df32945d183fc81924ff148b6",
    "frame_token": "e21a3e9416d54b8ab488395510f4512d",
    "question_type": "robust_qas",
    "question": "Is <c1,CAM_FRONT,0.2594,0.5574> a traffic sign or a road barrier considering the lens obstacle corruption?",
    "answer": "No, Explanation: The object is a stationary silver truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932330927893.jpg"
    }
  },
  {
    "scene_token": "5a2aac9df32945d183fc81924ff148b6",
    "frame_token": "e21a3e9416d54b8ab488395510f4512d",
    "question_type": "robust_qas",
    "question": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.2594,0.5574> considering the lens obstacle corruption?",
    "answer": "Slight left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932330927893.jpg"
    }
  },
  {
    "scene_token": "5a2aac9df32945d183fc81924ff148b6",
    "frame_token": "e21a3e9416d54b8ab488395510f4512d",
    "question_type": "robust_qas",
    "question": "What actions could the ego vehicle take based on <c1,CAM_FRONT,0.2594,0.5574> considering the lens obstacle corruption? Why take this action and what's the probability?",
    "answer": "The action is to keep going at the same speed. The reason is that there is no safety issue, and the probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932330927893.jpg"
    }
  },
  {
    "scene_token": "5a2aac9df32945d183fc81924ff148b6",
    "frame_token": "e21a3e9416d54b8ab488395510f4512d",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment shows a road with some trees and buildings around. The CAM_FRONT image is partially blurred due to lens obstacle corruption, obscuring the view of a stationary silver truck. The CAM_BACK image shows a silver sedan turning right. The CAM_FRONT_LEFT image captures a pedestrian wearing a helmet, standing still. Despite the corruption, the key objects remain identifiable, allowing for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537932330927893.jpg"
    }
  },
  {
    "scene_token": "ef5f945852e84fcc88cab506746a6636",
    "frame_token": "cddb14d9c36243f3b05dcb330a3bbd3a",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Lens obstacle. B. Bit error. C. Water splash. D. Zoom blur",
    "answer": "A. Lens obstacle",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573823878113.jpg"
    }
  },
  {
    "scene_token": "ef5f945852e84fcc88cab506746a6636",
    "frame_token": "cddb14d9c36243f3b05dcb330a3bbd3a",
    "question_type": "robust_qas",
    "question": "Which camera image is most affected by the lens obstacle corruption?",
    "answer": "The second image (CAM_FRONT_LEFT) is most affected by the lens obstacle corruption.",
    "tag": [
      5
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573823878113.jpg"
    }
  },
  {
    "scene_token": "ef5f945852e84fcc88cab506746a6636",
    "frame_token": "cddb14d9c36243f3b05dcb330a3bbd3a",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what is the moving status of object <c1,CAM_FRONT,0.8917,0.6259>? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.",
    "answer": "A, Explanation: The object is a black car moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573823878113.jpg"
    }
  },
  {
    "scene_token": "ef5f945852e84fcc88cab506746a6636",
    "frame_token": "cddb14d9c36243f3b05dcb330a3bbd3a",
    "question_type": "robust_qas",
    "question": "What are the important objects in the current scene considering the lens obstacle corruption? Those objects will be considered for the future reasoning and driving decision.",
    "answer": "There is a black car to the front of the ego vehicle, a white sedan to the front of the ego vehicle, a gray sedan to the back of the ego vehicle, a grey SUV to the front right of the ego vehicle, a white commercial vehicle to the front right of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are <c1,CAM_FRONT,0.8917,0.6259>, <c2,CAM_FRONT,0.5047,0.5519>, <c3,CAM_BACK,0.5086,0.6950>, <c4,CAM_FRONT_RIGHT,0.4505,0.6547>, <c5,CAM_FRONT_RIGHT,0.6284,0.6532>, and <c6,CAM_FRONT,0.5366,0.3534>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573823878113.jpg"
    }
  },
  {
    "scene_token": "ef5f945852e84fcc88cab506746a6636",
    "frame_token": "cddb14d9c36243f3b05dcb330a3bbd3a",
    "question_type": "robust_qas",
    "question": "With the lens obstacle corruption, is <c1,CAM_FRONT,0.8917,0.6259> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573823878113.jpg"
    }
  },
  {
    "scene_token": "ef5f945852e84fcc88cab506746a6636",
    "frame_token": "cddb14d9c36243f3b05dcb330a3bbd3a",
    "question_type": "robust_qas",
    "question": "Considering the lens obstacle corruption, what actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT,0.5047,0.5519>?",
    "answer": "Accelerate and go straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573823878113.jpg"
    }
  },
  {
    "scene_token": "ef5f945852e84fcc88cab506746a6636",
    "frame_token": "cddb14d9c36243f3b05dcb330a3bbd3a",
    "question_type": "robust_qas",
    "question": "In this scenario with lens obstacle corruption, what are safe actions to take for the ego vehicle?",
    "answer": "Brake suddenly, brake gently to a stop.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573823878113.jpg"
    }
  },
  {
    "scene_token": "ef5f945852e84fcc88cab506746a6636",
    "frame_token": "cddb14d9c36243f3b05dcb330a3bbd3a",
    "question_type": "robust_qas",
    "question": "Describe the current environment under lens obstacle corruption. Include both general description and key objects and their positions.",
    "answer": "The environment is an urban setting with multiple vehicles and a traffic light. The lens obstacle corruption affects visibility, particularly in the front-left camera. Key objects include a black car moving to the right in front of the ego vehicle, a stationary white sedan also in front, and a gray sedan behind. To the front right, there is a stationary grey SUV and a white commercial vehicle. A red traffic light is visible ahead. The corruption creates a blurred area, making it challenging to perceive some scene elements clearly.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LensObstacleCorruption/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LensObstacleCorruption/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LensObstacleCorruption/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LensObstacleCorruption/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LensObstacleCorruption/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LensObstacleCorruption/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573823878113.jpg"
    }
  }
]