[
  {
    "scene_token": "da41ecbc644b4915b84bb732e35ebf8c",
    "frame_token": "7e4c3282bc2a4402b5d1d6705f9eb844",
    "question_type": "robust_qas",
    "question": "What is the current type of corruption?: A. Dark. B. Bit error. C. Snow. D. Sensor failure",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions do not affect its movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier, and lowlight conditions do not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to see distant objects clearly. A gray sedan is positioned behind the ego vehicle, identified at coordinates <c1,CAM_BACK,0.5073,0.5778>. In front of the ego vehicle, there is another gray sedan at <c2,CAM_FRONT,0.4886,0.5481> and a black SUV at <c3,CAM_FRONT,0.6058,0.5769>. The lowlight conditions require the ego vehicle to rely more on sensor data to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Zoom blur. B. Dark. C. H256 ABR compression. D. Snow",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its trajectory.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition may make it harder to see these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black pickup truck, and lowlight does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up. The lowlight condition may make it harder to judge distances accurately, increasing the risk of collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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 left, change to the left lane, turn left. Lowlight conditions require careful monitoring of surroundings.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to see distant objects clearly. A black pickup truck is stationary behind the ego vehicle at coordinates <c1,CAM_BACK,0.5364,0.4806>. A white truck is moving to the front right at <c2,CAM_FRONT_RIGHT,0.8911,0.4620>. Directly in front, a yellow truck is stationary at <c3,CAM_FRONT,0.2911,0.4630>. A black SUV is moving behind the ego vehicle at <c4,CAM_BACK,0.7927,0.5056>. The lowlight condition requires enhanced attention to these vehicles.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bit error. B. Dark. C. Sensor failure. D. Zoom blur",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 that is moving ahead, and the lowlight conditions do not affect its movement.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black small sedan, not a traffic sign or road barrier, and this identification remains unchanged in lowlight.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Turn left, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. The ego vehicle is surrounded by a black small sedan moving behind it, a stationary black SUV to its back left, and a stationary black small car to its front left. The lowlight conditions obscure some details, but the positions of these vehicles are identifiable as <c1,CAM_BACK,0.7380,0.5926>, <c2,CAM_BACK_LEFT,0.1906,0.6426>, and <c3,CAM_FRONT_LEFT,0.7547,0.5703>. The road appears wet, possibly indicating recent rain, and the surrounding buildings are barely visible.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Snow. B. Zoom blur. C. Dark. D. Color quant",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 in lowlight conditions, which may affect visibility.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a moving black car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, creating a challenging environment for visibility. A black car is moving behind the ego vehicle, identified at coordinates <c1,CAM_BACK,0.8026,0.6222>. In front, a stationary black sedan is located at <c2,CAM_FRONT,0.8359,0.6167>. To the front left, a silver white pickup truck and another black sedan are stationary at <c3,CAM_FRONT_LEFT,0.6120,0.6083> and <c4,CAM_FRONT_LEFT,0.8489,0.5852>, respectively. On the front right, a black SUV is stationary at <c5,CAM_FRONT_RIGHT,0.2016,0.7249>, and another black sedan is positioned at <c6,CAM_FRONT_LEFT,0.2318,0.7176>. The lowlight conditions make it crucial for the ego vehicle to rely on sensor data for accurate perception.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bit error. B. Sensor failure. C. Snow. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: the object is a black SUV, not a traffic sign or road barrier, and the lowlight condition does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. A black SUV is moving behind the ego vehicle, positioned at coordinates <c1,CAM_BACK,0.6261,0.6806>. In front of the ego vehicle, there is a stationary white car at <c2,CAM_FRONT,0.0427,0.6028>. To the back, a yellow bus is stationary at <c3,CAM_BACK,0.0089,0.4870>. Additionally, a black car is stationary to the front right at <c4,CAM_FRONT_RIGHT,0.1594,0.5953>. The lowlight conditions require careful navigation and increased attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Zoom blur. B. Dark. C. JPEG compression. D. Sensor failure",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its movement.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition may make these objects less visible but does not change their importance.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition requires extra attention to ensure visibility.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a brown Jeep, not a traffic sign or road barrier, and the lowlight condition does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Moderate left turn. The lowlight condition may make it harder to judge distances, increasing the risk of collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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. Lowlight conditions require maintaining awareness but do not necessitate a change in action.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the front left of the ego vehicle, there is a brown Jeep moving forward at coordinates <c1,CAM_FRONT_LEFT,0.5172,0.5481>. Directly in front, a white van is stationary at coordinates <c2,CAM_FRONT,0.5583,0.5074>. To the front right, a black sedan is also stationary at coordinates <c3,CAM_FRONT_RIGHT,0.3747,0.7290>. The lowlight condition requires heightened attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. JPEG compression. C. H256 ABR compression. D. Zoom blur",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, 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 truck to the front of the ego vehicle, a white bus to the back of the ego vehicle, a white pickup truck to the front of the ego vehicle, a golden car to the back right of the ego vehicle, a black sedan to the back left of the ego vehicle, and a no right turn to the front right of the ego vehicle. 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, is <c1,CAM_FRONT,0.4089,0.5102> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Accelerate and proceed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, what actions could the ego vehicle take based on <c1,CAM_FRONT,0.4089,0.5102>? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is set in a lowlight urban environment, making visibility challenging. To the front of the ego vehicle, there is a white truck moving ahead, located at coordinates <c1,CAM_FRONT,0.4089,0.5102>. Behind the ego vehicle, a white bus is moving, positioned at <c2,CAM_BACK,0.5505,0.5453>. A white pickup truck is also moving ahead, seen at <c3,CAM_FRONT,0.6245,0.5496>. Stationary vehicles include a golden car at <c4,CAM_BACK_RIGHT,0.7442,0.6880> and a black sedan at <c5,CAM_BACK_LEFT,0.6891,0.6713>. Additionally, a 'no right turn' traffic sign is visible at <c6,CAM_FRONT_RIGHT,0.0739,0.5237>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Fog. B. Zoom blur. C. Rain. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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, and this remains consistent even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. The lowlight conditions may make these objects harder to detect.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, and this identification remains unchanged in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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. Lowlight conditions require careful monitoring of surroundings.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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, but extra caution is needed due to lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. Key objects include a black SUV moving to the front right (<c1,CAM_FRONT_RIGHT,0.6999,0.7006>), a black car also moving to the front right (<c2,CAM_FRONT_RIGHT,0.2199,0.6148>), a white truck moving ahead (<c3,CAM_FRONT,0.3266,0.5370>), a white bus moving behind the ego vehicle (<c4,CAM_BACK,0.4442,0.5436>), and a black sedan moving ahead (<c5,CAM_FRONT,0.1609,0.6491>). A green traffic light is visible ahead (<c6,CAM_FRONT,0.5766,0.3392>). The lowlight conditions make it crucial to rely on sensor data for accurate perception.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. H256 ABR compression. C. Rain. D. Sensor failure",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions do not affect its movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, and lowlight conditions do not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is under lowlight conditions, making visibility challenging. A black car is moving ahead in the front camera view at coordinates <c1,CAM_FRONT,0.4427,0.5389>. To the front left, a silver sedan is stationary at coordinates <c2,CAM_FRONT_LEFT,0.4088,0.7663>. Behind to the left, a blue car is also stationary at coordinates <c3,CAM_BACK_LEFT,0.2036,0.7519>. The lowlight conditions require careful attention to these objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Motion blur. C. Sensor failure. D. H256 ABR compression",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight does not affect its movement direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a red car, not a traffic sign or road barrier, and lowlight does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking. Lowlight conditions require maintaining visibility and ensuring safety.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, even under lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A red car is stationary to the front right of the ego vehicle at coordinates <c1,CAM_FRONT_RIGHT,0.3661,0.6759>. A black sedan is moving to the back left at <c2,CAM_BACK_LEFT,0.3286,0.5861>, and another black sedan is moving directly behind at <c3,CAM_BACK,0.4536,0.5361>. A pedestrian crossing line is visible in front of the ego vehicle at <c4,CAM_FRONT,0.3468,0.8866>. The lowlight conditions require careful navigation and heightened awareness.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Zoom blur. B. H256 ABR compression. C. Dark. D. Bright",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 ahead, and lowlight conditions do not alter its movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a yellow sedan, not a traffic sign or road barrier, and lowlight does not change its category.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. A yellow sedan is moving behind the ego vehicle at coordinates <c1,CAM_BACK,0.6323,0.6314>. To the back right, a person is riding a motorcycle at <c2,CAM_BACK_RIGHT,0.5146,0.7500>. Ahead, a yellow bus is moving to the front right at <c3,CAM_FRONT_RIGHT,0.7364,0.4342>, and a yellow roadblock is positioned directly in front at <c4,CAM_FRONT,0.9389,0.3974>. The lowlight conditions require careful navigation to avoid potential hazards.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. B. Sensor failure. C. Dark. D. Bit error",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 sedan moving ahead, and lowlight conditions do not affect its movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under lowlight conditions? 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 black shorts at front camera. The object is going ahead, so the ego vehicle should continue going ahead at the same speed. Secondly, notice that black sedan at front camera. The object is stationary, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice that black sedan at 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": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, and lowlight conditions do not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5104,0.6028> under lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the back of the ego vehicle, there is a black sedan moving, located at coordinates <c1,CAM_BACK,0.5104,0.6028>. In front of the ego vehicle, another black sedan is stationary at coordinates <c2,CAM_FRONT,0.6188,0.5519>. Additionally, a pedestrian wearing black shorts is moving ahead at coordinates <c3,CAM_FRONT,0.3104,0.5842>. The overall scene is dark, with limited visibility of surrounding structures and road markings.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Saturate. B. H256 ABR compression. C. Fog. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, and lowlight conditions do not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a pedestrian, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Slight left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. There is a pedestrian moving to the front left of the ego vehicle at coordinates <c1,CAM_FRONT_LEFT,0.3614,0.6241>. A silver sedan is moving ahead of the ego vehicle at <c2,CAM_FRONT,0.5558,0.5778>. Behind the ego vehicle, a sedan is moving at <c3,CAM_BACK,0.5672,0.5824>. Another pedestrian is moving in front of the vehicle at <c4,CAM_FRONT,0.0703,0.5620>. Streetlights provide limited illumination, casting shadows and affecting perception.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bright. B. JPEG compression. C. Dark. D. Rain",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 straight ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a silver white pickup truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive objects clearly. To the back of the ego vehicle, there is a silver white pickup truck and a black commercial vehicle, both moving. In front, a black SUV is stationary. A pedestrian wearing an orange shirt is moving to the front right, and a red light is visible in the same direction. These conditions require careful attention to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Zoom blur. B. Saturate. C. Fog. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions? 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 straight ahead, and lowlight conditions do not affect its trajectory.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. Lowlight conditions may make these objects less visible.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, and lowlight conditions do not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, especially under lowlight conditions where visibility is reduced.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions?",
    "answer": "Accelerate and go straight. Lowlight conditions increase the risk of misjudging distances and speeds, leading to a potential collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to perceive objects clearly. A black SUV is stationary in front of the ego vehicle at coordinates <c1,CAM_FRONT,0.4854,0.5722>. Behind the ego vehicle, a white SUV is moving at <c2,CAM_BACK,0.4750,0.5917>. A pedestrian is stationary in front at <c3,CAM_FRONT,0.5214,0.6203>. To the back right, a silver sedan is stationary at <c4,CAM_BACK_RIGHT,0.3036,0.7703>, and a silver SUV is stationary to the front right at <c5,CAM_FRONT_RIGHT,0.1563,0.6963>. The lowlight conditions make it crucial to rely on sensor data for accurate detection and decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. B. Dark. C. Fog. D. Zoom blur",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c1,CAM_FRONT,0.3042,0.5408> in lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition does not change their importance.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under lowlight conditions? 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 traffic sign at front camera. It is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice white SUV at front camera. It is going ahead, so the ego vehicle should continue ahead at the same speed. Thirdly, notice white sedan at front camera. It is going ahead, so the ego vehicle should continue ahead at the same speed. The lowlight condition requires extra attention to ensure visibility.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_FRONT,0.3042,0.5408> a traffic sign or a road barrier in lowlight conditions?",
    "answer": "No, Explanation: The object is a white sedan, not a traffic sign or road barrier, and the lowlight condition does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In this scenario under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, slightly offset to the right. The lowlight condition requires maintaining a safe distance and speed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3042,0.5408> under lowlight conditions?",
    "answer": "Slight right turn. The lowlight condition necessitates careful maneuvering to avoid collisions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit due to lowlight conditions, making visibility challenging. A white sedan is moving ahead at coordinates <c1,CAM_FRONT,0.3042,0.5408>. A stationary white traffic sign is located at <c2,CAM_FRONT,0.3073,0.5941>. Additionally, a white SUV is moving ahead at <c3,CAM_FRONT,0.2708,0.5396>. The road is lined with buildings and trees, and the lowlight requires heightened attention to these elements.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Zoom blur. C. Sensor failure. D. Snow",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to discern details. To the front right, there is a traffic police wearing black pants, identified as moving. A gray sedan is also moving in the same direction. Behind the ego vehicle to the left, a silver sedan is stationary. Directly in front, a white SUV is stationary, while a white truck is moving to the back right. The lowlight conditions require careful observation and decision-making to ensure safety.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. B. Dark. C. Fog. D. Bit error",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What is the moving status of object <c2,CAM_BACK,0.7229,0.5620> under lowlight conditions? 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 lowlight does not affect its movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What are the important objects in the current scene under lowlight conditions? 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>. Lowlight conditions may make these objects harder to detect.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_FRONT_RIGHT,0.5864,0.8241> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "Yes, Explanation: The object is a white obstacle, likely a road barrier, and lowlight does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What actions could the ego vehicle take based on <c2,CAM_BACK,0.7229,0.5620> under lowlight conditions? 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. Lowlight conditions do not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What actions taken by the ego vehicle can lead to a collision with <c2,CAM_BACK,0.7229,0.5620> under lowlight conditions?",
    "answer": "Back up. Lowlight conditions may make it harder to judge distances, increasing collision risk.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to discern details. To the front right, there is a white obstacle at coordinates <c1,CAM_FRONT_RIGHT,0.5864,0.8241>. Behind the ego vehicle, a silver sedan is moving at coordinates <c2,CAM_BACK,0.7229,0.5620>. Ahead, a black car is moving at coordinates <c3,CAM_FRONT,0.5859,0.5509>. A cone-shaped barrier is located behind at coordinates <c4,CAM_BACK,0.2989,0.7417>. A pedestrian is walking to the front left at coordinates <c5,CAM_FRONT_LEFT,0.5708,0.5287>. The lowlight conditions obscure finer details and may affect object detection.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Saturate. B. Dark. C. Snow. D. Motion blur",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions, and it is turning right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "Yes, Explanation: The object is a red and white traffic cone, which serves as a road barrier under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "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": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the front of the ego vehicle, there is 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, another red and white traffic cone is located at <c3,CAM_FRONT_RIGHT,0.0661,0.6852>, and to the front left, a similar cone is at <c4,CAM_FRONT_LEFT,0.6864,0.6694>. A pedestrian, identified as a worker wearing a yellow helmet, is moving in front of the vehicle at <c5,CAM_FRONT,0.5989,0.5111>. The lowlight conditions make it crucial for the ego vehicle to rely on sensor data for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Color quant. B. Dark. C. Motion blur. D. JPEG compression",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions? 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 lowlight conditions do not affect its movement direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, and lowlight conditions do not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A white truck is positioned to the front left of the ego vehicle at coordinates <c1,CAM_FRONT_LEFT,0.3613,0.4337>. Another white truck is located to the front right at <c3,CAM_FRONT_RIGHT,0.1589,0.4852>. A silver sedan is behind the ego vehicle at <c2,CAM_BACK,0.6126,0.7140>. The surroundings include darkened buildings and roads, with minimal street lighting.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Bit error. C. Bright. D. H256 ABR compression",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its movement direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. The lowlight condition makes it challenging to see these objects clearly.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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. The lowlight condition requires extra attention to these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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. The lowlight condition necessitates careful monitoring of surroundings.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up. The lowlight condition makes it harder to see the moving white sedan, increasing collision risk if backing up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A white sedan car is moving behind the ego vehicle at coordinates <c1,CAM_BACK,0.5948,0.5953>. A gray sedan is stationary behind the ego vehicle at coordinates <c2,CAM_BACK,0.1163,0.6926>. In front of the ego vehicle, a gray-black sedan is stationary at coordinates <c3,CAM_FRONT,0.1344,0.5000>. The lowlight condition requires the ego vehicle to rely on sensors for accurate perception and decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Zoom blur. B. Bright. C. Sensor failure. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c3,CAM_FRONT,0.6823,0.5602> in lowlight conditions? 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, moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a gray SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Sharp left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. A gray SUV is stationary to the front left of the ego vehicle, positioned at coordinates <c1,CAM_FRONT_LEFT,0.6974,0.5889>. Directly ahead, a white truck is also stationary at <c2,CAM_FRONT,0.4692,0.5064>. Pedestrians are crossing the road in front of the ego vehicle at <c3,CAM_FRONT,0.6823,0.5602>. Behind the ego vehicle, a white motorhome is parked at <c4,CAM_BACK,0.3229,0.5611>. To the front right, a white SUV is stationary at <c5,CAM_FRONT_RIGHT,0.3911,0.7797>. The lowlight conditions require careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Rain. C. Motion blur. D. H256 ABR compression",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions do not affect its direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a blue bus, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to discern details. A blue bus is moving behind the ego vehicle, identified at coordinates <c1,CAM_BACK,0.5833,0.5658>. To the front left, a black SUV is moving at <c2,CAM_FRONT_LEFT,0.5232,0.7280>. A pedestrian wearing a black shirt is visible in front at <c3,CAM_FRONT,0.3958,0.5722>. Traffic elements include a red and white signboard at <c4,CAM_BACK_LEFT,0.5373,0.5130> and a red and blue sign at <c5,CAM_BACK_RIGHT,0.3996,0.5488>. A wide-angle lens is noted at <c6,CAM_FRONT_RIGHT,0.4626,0.6582>. Despite the lowlight, these objects are crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Zoom blur. B. Bright. C. Dark. D. Color quant",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a moving black car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 approaching the next location in lowlight conditions? 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 approaching the next 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.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the back right, there is a moving black car identified as <c1,CAM_BACK_RIGHT,0.4938,0.7342>. Ahead, a person wearing a white shirt is stationary, identified as <c2,CAM_FRONT,0.3391,0.5509>. Additionally, a white straight left arrow is visible on the road, identified as <c3,CAM_FRONT,0.4589,0.5950>. The road is clear, and the surroundings are dark, requiring careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Color quant. B. Sensor failure. C. Dark. D. Bright",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions? 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 road traffic signs 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit due to lowlight conditions, making visibility challenging. A black car is moving to the front right of the ego vehicle, positioned at coordinates <c1,CAM_FRONT_RIGHT,0.9058,0.7491>. Another black car is directly in front of the ego vehicle at <c2,CAM_FRONT,0.6927,0.5564>. Pedestrians are present on the roadside at <c3,CAM_FRONT,0.0326,0.5998>, and road traffic signs are visible at <c4,CAM_FRONT,0.1813,0.2148>. The overall environment requires careful navigation due to reduced visibility.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Snow. C. Rain. D. Bit error",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 its status remains unchanged despite lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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>. Lowlight conditions may make these objects harder to detect.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: the object is a white truck, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No such action will lead to a collision. Explanation: The white truck is moving ahead, and the ego vehicle's path does not intersect with it.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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. Explanation: These actions maintain a safe distance from other vehicles despite lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to identify objects clearly. A white truck is moving ahead to the front left of the ego vehicle at coordinates <c1,CAM_FRONT_LEFT,0.2292,0.3686>. A black sedan is moving behind the ego vehicle at <c2,CAM_BACK,0.6146,0.6417>. Another black sedan is stationary to the front right at <c3,CAM_FRONT_RIGHT,0.5604,0.5324>, and a black SUV is stationary directly in front at <c4,CAM_FRONT,0.5646,0.5528>. The lowlight conditions require careful attention to maintain awareness of these vehicles.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Color quant. B. Sensor failure. C. Fog. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions do not affect its trajectory.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A silver sedan is moving to the front right of the ego vehicle, positioned at coordinates <c1,CAM_FRONT_RIGHT,0.7854,0.7694>. Behind the ego vehicle, a black sedan car is moving, located at <c2,CAM_BACK,0.5172,0.5833>. Another black sedan is also moving to the front right, at <c3,CAM_FRONT_RIGHT,0.0192,0.6297>. Directly ahead, a white truck is moving, positioned at <c4,CAM_FRONT,0.4516,0.5472>. The lowlight conditions require careful navigation to ensure safety.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Color quant. B. Zoom blur. C. Sensor failure. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, what is the moving status of object <c2,CAM_BACK,0.4808,0.5213>? 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 lowlight conditions do not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Under lowlight conditions, 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 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, is <c1,CAM_FRONT,0.3948,0.5592> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, and lowlight does not change its category.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3948,0.5592>?",
    "answer": "Moderate left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Under lowlight conditions, what actions could the ego vehicle take based on <c1,CAM_FRONT,0.3948,0.5592>? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to see distant objects clearly. A white SUV is stationary in front of the ego vehicle at coordinates <c1,CAM_FRONT,0.3948,0.5592>. Behind the ego vehicle, a white truck is moving at coordinates <c2,CAM_BACK,0.4808,0.5213>. A right turn arrow is visible on the road ahead at <c3,CAM_FRONT,0.6970,0.6401>. A black traffic light is positioned at <c4,CAM_FRONT,0.4754,0.4486>, and a white pillar is located to the front right at <c5,CAM_FRONT_RIGHT,0.1117,0.3769>. The lowlight conditions require careful attention to these key objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bit error. B. H256 ABR compression. C. Color quant. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop and change to the right lane.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the front of the ego vehicle, there is a stationary white truck positioned at coordinates <c1,CAM_FRONT,0.5377,0.5278>. A moving black sedan is also in front, located at <c2,CAM_FRONT,0.2714,0.5917>. Behind the ego vehicle, a black van is moving, identified at <c3,CAM_BACK,0.5583,0.5842>. Additionally, a red SUV is moving to the front left, positioned at <c4,CAM_FRONT_LEFT,0.6823,0.6389>. The overall environment is dark, with limited visibility of surrounding elements.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Zoom blur. C. H256 ABR compression. D. Snow",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Considering the lowlight conditions, 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 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Under lowlight conditions, is <c1,CAM_FRONT,0.1380,0.6037> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No action taken by the ego vehicle will lead to a collision with <c1,CAM_FRONT,0.1380,0.6037>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight. Include both general description and key objects and their positions.",
    "answer": "The scene is enveloped in lowlight, making visibility challenging. To the front of the ego vehicle, there is a stationary black sedan and a white truck. Behind the ego vehicle, a black sedan is moving, while a gray SUV is stationary to the back right. Additionally, a gray sedan is stationary to the back left. The environment is urban, with buildings lining the street and dark clouds overhead, contributing to the lowlight conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Sensor failure. B. Dark. C. Fog. D. H256 ABR compression",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. Lowlight conditions may affect visibility.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions, it is moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a pedestrian riding a motorcycle, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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. Lowlight conditions do not change this assessment.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No such action will lead to a collision. Lowlight conditions do not increase the risk of collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the back left of the ego vehicle, there is a pedestrian riding a motorcycle, identified as <c1,CAM_BACK_LEFT,0.7995,0.5463>. Directly behind, a black sedan is stationary, marked as <c2,CAM_BACK,0.6000,0.6120>. A no entry sign is also to the back left, noted as <c3,CAM_BACK_LEFT,0.7406,0.5169>. To the front right, a go straight and turn left sign is visible, identified as <c4,CAM_FRONT_RIGHT,0.5033,0.6594>. The lowlight conditions require careful attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. B. Dark. C. Snow. D. Sensor failure",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition makes these objects less visible but still detectable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions?",
    "answer": "No, Explanation: The object is a stationary black car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition requires extra caution in detection.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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. Lowlight conditions require maintaining awareness but do not change the action.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Moderate left turn. The lowlight condition increases the risk of misjudging distances, so caution is advised.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, creating challenges in visibility. The scene includes a stationary black car at the front left, a moving black car at the back, and a moving black SUV at the front left. The lowlight condition makes it difficult to discern details, but the key objects are positioned as follows: the black car is at coordinates <c1,CAM_FRONT_LEFT,0.1766,0.6287>, the black car at the back is at <c2,CAM_BACK,0.5239,0.5981>, and the black SUV is at <c3,CAM_FRONT_LEFT,0.6844,0.6491>. Streetlights and building outlines are faintly visible, adding to the complexity of navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Zoom blur. B. Sensor failure. C. Dark. D. Fog",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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, moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "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": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions?",
    "answer": "Slight right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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, brake suddenly, slightly offset to the right, back up, or slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive details. There are several pedestrians visible, including one wearing a white shirt at coordinates <c1,CAM_FRONT,0.9625,0.6436> and another at <c3,CAM_FRONT,0.4594,0.5519>. A stationary white truck is located at <c2,CAM_FRONT,0.5776,0.5361>. Additionally, a person wearing a skirt is moving at <c4,CAM_FRONT,0.2547,0.5842>. The road is lined with buildings and trees, and the visibility is reduced due to the lowlight conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. H256 ABR compression. B. Color quant. C. Zoom blur. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 lowlight condition does not affect its trajectory.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition may make these objects less visible.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a brown SUV, not a traffic sign or road barrier, and the lowlight condition does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Moderate right turn. The lowlight condition may make it harder to judge distances accurately, increasing collision risk.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, ensuring that the vehicle's lights are on to improve visibility.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to see distant objects clearly. A brown SUV is moving to the front right of the ego vehicle at coordinates <c1,CAM_FRONT_RIGHT,0.4302,0.6556>. A pedestrian in a checkered shirt is moving in front of the vehicle at <c2,CAM_FRONT,0.2864,0.6389>. To the front left, there are pedestrians in blue shirts at <c3,CAM_FRONT_LEFT,0.2542,0.3694>. A man in a gray shirt is stationary at <c4,CAM_FRONT,0.8531,0.6287>. A grey van is moving in front at <c5,CAM_FRONT,0.6099,0.5991>. The lowlight condition requires extra caution.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Motion blur. C. Fog. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 lowlight condition does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, and lowlight does not alter its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Slightly offset to the left, change to the left lane, and turn left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. A black car is moving behind the ego vehicle, positioned at coordinates <c1,CAM_BACK,0.5563,0.5564>. Ahead, a green container is stationary, located at <c2,CAM_FRONT,0.5547,0.5231>. To the front right, a black sedan is stationary at <c3,CAM_FRONT_RIGHT,0.8600,0.7254>. The lowlight condition requires careful attention to these objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. JPEG compression. C. Bit error. D. Color quant",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 going ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a stationary silver sedan.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, with limited visibility due to lowlight conditions. A stationary silver sedan is positioned at coordinates <c1,CAM_FRONT,0.4137,0.6890>. An unclear object is also present at <c2,CAM_FRONT,0.3552,0.5408>. A moving black sedan is located at <c3,CAM_FRONT,0.2026,0.5658>, and a street lamp is visible at <c4,CAM_FRONT,0.1618,0.4211>. The overall environment is challenging for perception due to the darkness.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Snow. B. Zoom blur. C. Bright. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 its status remains unchanged under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, and its identification remains consistent under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, with limited visibility due to lowlight conditions. To the back left of the ego vehicle, there is a stationary black SUV. A stationary white SUV is positioned to the front left, and another white SUV is directly behind. To the back right, a white sedan is stationary, while a silver sedan is moving ahead in front of the ego vehicle. These vehicles 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>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. B. Dark. C. Bit error. D. Saturate",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a brown SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to clearly identify objects. A brown SUV is stationary to the front left of the ego vehicle, located at coordinates <c1,CAM_FRONT_LEFT,0.6370,0.5797>. A pedestrian wearing blue pants is moving to the front right, positioned at <c2,CAM_FRONT_RIGHT,0.6531,0.6047>. Another pedestrian in black pants is stationary directly in front of the vehicle at <c3,CAM_FRONT,0.5302,0.5130>. A white commercial vehicle is moving ahead, located at <c4,CAM_FRONT,0.3469,0.5139>. The lowlight conditions require careful observation and decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. C. JPEG compression. D. Snow",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition makes these objects less visible but does not change their importance.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, and lowlight does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop; keep going at the same speed. The lowlight condition requires careful monitoring of surroundings.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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. Lowlight conditions require maintaining awareness of the SUV's movement.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. Key objects include a white SUV moving behind the ego vehicle at coordinates <c1,CAM_BACK,0.4616,0.6658>, a pedestrian wearing a black top moving to the front left at <c2,CAM_FRONT_LEFT,0.9451,0.6250>, and two stationary white trucks in front at <c3,CAM_FRONT,0.4698,0.5241> and <c4,CAM_FRONT,0.8505,0.5574>. The lowlight condition requires heightened attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Motion blur. C. Fog. D. H256 ABR compression",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its movement.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a red car, not a traffic sign or road barrier, and the lowlight condition does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the front left, there is a stationary red car (<c1,CAM_FRONT_LEFT,0.5931,0.7658>). Directly ahead, a white sedan (<c2,CAM_FRONT,0.6386,0.5592>) is moving forward. Behind to the left, a yellow sedan (<c3,CAM_BACK_LEFT,0.4156,0.7130>) is parked. At the back, a black SUV (<c4,CAM_BACK,0.8932,0.6620>) remains stationary. The lowlight conditions require careful navigation and heightened awareness.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. H256 ABR compression. C. Motion blur. D. JPEG compression",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions? 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, and lowlight does not change its direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. Lowlight may make these objects harder to detect.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions?",
    "answer": "No, Explanation: The object is a white van, not a traffic sign or road barrier, and lowlight does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions?",
    "answer": "Accelerate and go straight. Lowlight increases the risk of misjudging distances, leading to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive objects clearly. A white van is moving ahead in the center of the road (<c1,CAM_FRONT,0.5261,0.5463>). To the front left, a pedestrian wearing black shorts is visible (<c2,CAM_FRONT_LEFT,0.9011,0.5787>). Behind the ego vehicle, a white sedan car is moving to the back right (<c3,CAM_BACK_RIGHT,0.5039,0.7658>) and another white sedan is directly behind (<c4,CAM_BACK,0.5239,0.5741>). A sitting person is located to the front of the ego vehicle (<c5,CAM_FRONT,0.2417,0.5537>). The lowlight conditions make it difficult to see these objects clearly, impacting the vehicle's perception and decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Motion blur. B. Bit error. C. Saturate. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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, identified as going ahead despite lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. Lowlight conditions may affect visibility.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a stationary white sedan, not a traffic sign or road barrier, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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. Lowlight conditions necessitate cautious driving.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, brake gently to a stop. Lowlight conditions require maintaining awareness of surroundings.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to discern details. A stationary white sedan is positioned to the front left of the ego vehicle at coordinates <c1,CAM_FRONT_LEFT,0.7469,0.6408>. A stationary white truck is to the front right at <c2,CAM_FRONT_RIGHT,0.0080,0.5111>. Behind the ego vehicle, a moving white sedan car is located at <c3,CAM_BACK,0.5511,0.5908>. Directly in front, a black sedan is stationary at <c4,CAM_FRONT,0.5437,0.5741>. A cone bucket is also in front at <c5,CAM_FRONT,0.9333,0.8556>, and another white sedan is to the front right at <c6,CAM_FRONT_RIGHT,0.7550,0.7021>. The lowlight conditions obscure finer details, requiring heightened attention.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Sensor failure. B. Color quant. C. Dark. D. Bit error",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, and its status is moving.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white commercial vehicle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. A white commercial vehicle is stationary at the front of the ego vehicle, located at coordinates <c1,CAM_FRONT,0.7386,0.5936>. Behind the ego vehicle, a black sedan is stationary at <c2,CAM_BACK,0.7708,0.6352>. To the back left, a silver sedan is stationary at <c3,CAM_BACK_LEFT,0.3297,0.7463>. A white pickup truck is moving at the back, positioned at <c4,CAM_BACK,0.5120,0.5824>. In front, a black SUV is stationary at <c5,CAM_FRONT,0.5505,0.5481>, and a white sedan is stationary to the front left at <c6,CAM_FRONT_LEFT,0.7547,0.7006>. The lowlight conditions require careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Zoom blur. C. Dark. D. Bit error",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 moving ahead, and lowlight conditions do not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a pedestrian, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Sharp left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive objects clearly. A pedestrian wearing a white shirt is moving to the front left of the ego vehicle, positioned at coordinates <c1,CAM_FRONT_LEFT,0.8656,0.6611>. A yellow bus is stationary behind the ego vehicle at coordinates <c2,CAM_BACK,0.6234,0.5611>. A silver sedan is moving ahead of the ego vehicle at coordinates <c3,CAM_FRONT,0.4995,0.5186>. The lowlight conditions require careful attention to these objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Bright. C. Saturate. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 lowlight condition does not affect its trajectory.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a black Jeep, not a traffic sign or road barrier, and this remains clear even in lowlight.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the back of the ego vehicle, there is a black Jeep moving ahead. In front, a yellow construction truck is stationary, and a pedestrian wearing a yellow shirt is moving. To the front left, a white sedan is also moving. These objects are positioned at coordinates <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> respectively.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Color quant. B. Dark. C. Fog. D. Sensor failure",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What is the moving status of object <c1,CAM_BACK,0.5583,0.5519> under lowlight conditions? 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 straight ahead, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What are the important objects in the current scene under lowlight conditions? 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_BACK,0.5583,0.5519> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In this lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5583,0.5519> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the back of the ego vehicle, there is a moving black car. In front, there is a stationary white business. On the front right, a silver gray sedan is parked, and on the front left, a black SUV is stationary. These conditions require careful navigation due to reduced visibility.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Saturate. B. Zoom blur. C. Bright. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black small car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerate and go straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to distinguish objects clearly. A black small car is moving ahead at coordinates <c1,CAM_FRONT,0.3609,0.5528>, and a white small car is also moving ahead at <c2,CAM_FRONT,0.4458,0.5398>. An indistinguishable object is moving behind the ego vehicle at <c3,CAM_BACK,0.6011,0.5741>. Another black small car is positioned at <c4,CAM_FRONT,0.2354,0.5092>. The lowlight conditions require careful navigation and heightened awareness.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Snow. B. Dark. C. Sensor failure. D. H256 ABR compression",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What is the moving status of object <c2,CAM_FRONT_LEFT,0.7886,0.6667> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What are the important objects in the current scene under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_FRONT,0.4891,0.9262> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "Yes, Explanation: The object is an orange and white traffic cone, which functions as a road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_LEFT,0.7886,0.6667> under lowlight conditions?",
    "answer": "Slight left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop, brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive objects clearly. To the front of the ego vehicle, there is an orange and white traffic cone (<c1,CAM_FRONT,0.4891,0.9262>) and a white landmark line (<c6,CAM_FRONT,0.6107,0.9260>). A pedestrian with a yellow hat is moving to the front left (<c2,CAM_FRONT_LEFT,0.7886,0.6667>). Behind the ego vehicle, there is a silver sedan to the back right (<c3,CAM_BACK_RIGHT,0.5156,0.7602>), a brown sedan directly behind (<c4,CAM_BACK,0.5062,0.6648>), and a silver business car to the back left (<c5,CAM_BACK_LEFT,0.2526,0.6426>). The lowlight conditions require careful navigation and heightened awareness.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Zoom blur. B. Saturate. C. Dark. D. Bright",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 approaching the next location under lowlight conditions? What is the state of the object first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when approaching the next 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 pedestrian at the left camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly, notice the straight, left turn, right turn at the front camera. The object is a traffic sign, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice the silver sedan at the 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier, and lowlight does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, creating a challenging environment for visibility. To the back of the ego vehicle, there is a silver sedan moving ahead, identified at coordinates <c1,CAM_BACK,0.4849,0.5944>. To the front left, a pedestrian is moving, located at <c2,CAM_FRONT_LEFT,0.9386,0.7176>. Directly ahead, there is a traffic element indicating straight, left turn, and right turn options, positioned at <c3,CAM_FRONT,0.6144,0.6750>. The lowlight conditions require careful attention to these objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. H256 ABR compression. C. Dark. D. Sensor failure",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, moving straight ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "Yes, Explanation: The object is a red traffic cone, which acts as a road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Sharp right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive objects clearly. To the front of the ego vehicle, there is a red traffic cone at coordinates <c1,CAM_FRONT,0.1906,0.7676>. A white van is stationary to the front right at <c2,CAM_FRONT_RIGHT,0.6922,0.5509>, and a white sedan is also stationary nearby at <c3,CAM_FRONT_RIGHT,0.3000,0.5963>. A person wearing a white shirt is moving ahead at <c4,CAM_FRONT,0.3433,0.6611>. Additionally, a red light is visible to the front at <c5,CAM_FRONT,0.9852,0.2991>. The lowlight conditions require careful navigation and heightened awareness of these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. H256 ABR compression. B. Dark. C. Zoom blur. D. Color quant",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene considering the lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a blue car, stationary at the back of the ego vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In this scenario under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.8109,0.6741> under lowlight conditions?",
    "answer": "Change to the left lane.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the back of the ego vehicle, there is a stationary blue car positioned at coordinates <c1,CAM_BACK,0.8109,0.6741>. On the front left, a pedestrian wearing a white shirt is moving ahead at coordinates <c2,CAM_FRONT_LEFT,0.5739,0.6361>. To the front right, a brown sedan car is stationary at coordinates <c3,CAM_FRONT_RIGHT,0.4328,0.7398>. The lowlight conditions require careful attention to these objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Color quant. B. Dark. C. Bright. D. Sensor failure",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 that is moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a silver car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Sharp right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. A silver car is moving to the back right of the ego vehicle, positioned at coordinates (0.4146, 0.7509). A black SUV is moving behind the ego vehicle at coordinates (0.3646, 0.5833). A stationary silver sedan is located to the front right at coordinates (0.2453, 0.5963), and a stationary black car is to the front left at coordinates (0.4609, 0.5676). A green traffic light is visible in front of the ego vehicle at coordinates (0.6440, 0.2957).",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Zoom blur. C. H256 ABR compression. D. Sensor failure",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Considering the lowlight conditions, 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 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, is <c1,CAM_BACK_RIGHT,0.8094,0.7398> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a silver sedan, stationary, and not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Under lowlight conditions, what actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT_RIGHT,0.3442,0.5444>?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Turn right, slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the back right, there is a stationary silver sedan. In front of the ego vehicle, a gray SUV is moving to the right, and another gray SUV is moving to the left. Directly ahead, a white truck is moving forward. The lowlight conditions obscure some details, but the positions and movements of these vehicles are critical for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bright. B. Motion blur. C. Dark. D. Sensor failure",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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, moving ahead despite low visibility.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a stationary motorcycle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Slight left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the front left, a stationary motorcycle is positioned at coordinates <c1,CAM_FRONT_LEFT,0.5917,0.6009>. Pedestrians are crossing the road at coordinates <c2,CAM_FRONT_LEFT,0.8942,0.5908>, moving ahead. Behind the ego vehicle, a black sedan is moving, located at coordinates <c3,CAM_BACK,0.4309,0.6047>. The overall environment is dark, with limited visibility of surrounding buildings and trees.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. H256 ABR compression. B. Dark. C. Color quant. D. Motion blur",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition does not change the presence of these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition requires extra caution but does not change the order of noticing.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black small car, and the lowlight condition does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking. The lowlight condition suggests maintaining extra vigilance.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No such action will lead to a collision. The lowlight condition requires careful monitoring but does not inherently increase collision risk.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, creating a challenging environment for visibility. To the front of the ego vehicle, there is a stationary black small car located at coordinates <c1,CAM_FRONT,0.3401,0.5611>. Behind the ego vehicle, a gray car is moving ahead at coordinates <c2,CAM_BACK,0.5443,0.5639>. Additionally, a yellow traffic sign is visible in front at coordinates <c3,CAM_FRONT,0.5927,0.5224>. The lowlight condition necessitates heightened awareness and careful observation of these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Snow. C. Motion blur. D. JPEG compression",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black business car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Moderate left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive distant objects clearly. To the front left of the ego vehicle, there is a stationary black business car, identified at coordinates <c1,CAM_FRONT_LEFT,0.8286,0.5852>. Directly behind the ego vehicle, a silver-gray sedan is moving, located at <c2,CAM_BACK,0.5401,0.5574>. Ahead of the ego vehicle, a yellow traffic sign is visible at <c3,CAM_FRONT,0.6292,0.4913>. The lowlight conditions require careful attention to these objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Sensor failure. C. Zoom blur. D. Snow",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Considering the lowlight conditions, 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 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": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Under lowlight conditions, is <c1,CAM_FRONT,0.6370,0.5898> a traffic sign or a road barrier?",
    "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": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive distant objects clearly. To the front of the ego vehicle, there is a stationary pedestrian wearing a white shirt at coordinates <c1,CAM_FRONT,0.6370,0.5898>. A moving white car is located 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>. Additionally, a stationary pedestrian wearing a red shirt is positioned to the front at <c4,CAM_FRONT,0.5516,0.5908>, and a yellow traffic sign is visible to the back right at <c5,CAM_BACK_RIGHT,0.4523,0.5026>. The lowlight conditions require careful navigation and heightened awareness of these key objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Color quant. B. H256 ABR compression. C. Sensor failure. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_BACK_RIGHT,0.1755,0.6472> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a pedestrian wearing black pants and is moving.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK_RIGHT,0.1755,0.6472> under lowlight conditions?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to identify objects clearly. To the back right, there is a pedestrian wearing black pants, identified at coordinates <c1,CAM_BACK_RIGHT,0.1755,0.6472>. A stationary silver SUV is located directly behind the ego vehicle at <c2,CAM_BACK,0.5036,0.6186>. Ahead to the left, a black sedan is moving at <c3,CAM_FRONT_LEFT,0.4573,0.6908>. Directly in front, a pedestrian wearing a white shirt is stationary at <c4,CAM_FRONT,0.8854,0.5953>. Another moving black car is positioned at <c5,CAM_FRONT,0.4683,0.5602>, and to the front right, a stationary pedestrian with an orange shirt is at <c6,CAM_FRONT_RIGHT,0.2005,0.6417>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Saturate. B. JPEG compression. C. Color quant. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions do not change its movement direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a dark green truck, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A dark green truck is stationary behind the ego vehicle at coordinates <c1,CAM_BACK,0.7177,0.5806>. A pedestrian is moving to the back left at <c2,CAM_BACK_LEFT,0.5031,0.5694>. In front of the ego vehicle, a white truck is stationary at <c3,CAM_FRONT,0.7052,0.4917>, and a sanitation worker is stationary at <c4,CAM_FRONT,0.2620,0.5426>. The lowlight conditions require careful navigation to ensure safety.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. H256 ABR compression. B. Color quant. C. Motion blur. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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 lowlight condition may make it harder to detect these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a blue and white car, not a traffic sign or road barrier, and the lowlight condition does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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. Lowlight conditions require careful monitoring of the vehicle's position.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions?",
    "answer": "Accelerating and going straight. Lowlight conditions increase the risk of misjudging distances and speeds.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to see distant objects clearly. A blue and white car is moving ahead of the ego vehicle at coordinates <c1,CAM_FRONT,0.5792,0.6213>. Behind the ego vehicle, a blue truck is moving at coordinates <c2,CAM_BACK,0.4125,0.5231>. To the front right, a white commercial vehicle is moving at coordinates <c3,CAM_FRONT_RIGHT,0.4349,0.7661>. A pedestrian holding a black umbrella is at the front left at coordinates <c4,CAM_FRONT_LEFT,0.6239,0.5991>. Two traffic lights with green lights on are visible at coordinates <c5,CAM_FRONT,0.6933,0.4310> and <c6,CAM_FRONT,0.4500,0.4412>. The lowlight conditions require heightened attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Snow. B. Color quant. C. Sensor failure. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, and the lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is set in an urban environment under lowlight conditions, making visibility challenging. To the front of the ego vehicle, there is a white SUV and two white sedans, positioned at coordinates <c1,CAM_FRONT,0.5031,0.5310>, <c3,CAM_FRONT,0.2297,0.5658>, and <c4,CAM_FRONT,0.5552,0.5491>. A black sedan is located behind the ego vehicle at <c2,CAM_BACK,0.6828,0.6648>. Additionally, a green traffic light is visible at <c5,CAM_FRONT,0.6502,0.4530>. Despite the lowlight, these objects are crucial for navigation and decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bit error. B. Bright. C. Dark. D. Sensor failure",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Moderate left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is under lowlight conditions, making visibility challenging. A black car is moving ahead in the front view, positioned at coordinates <c1,CAM_FRONT,0.2116,0.6054>. A white sedan is also moving in the front view at <c2,CAM_FRONT,0.9323,0.5519>. To the back left, a person is stationary on the roadside 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 to the back right at <c5,CAM_BACK_RIGHT,0.5114,0.6898>, and a white sedan car is moving to the back at <c6,CAM_BACK,0.4599,0.5630>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Sensor failure. C. Rain. D. Zoom blur",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 person on the side of the road, moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a person on the side of the road, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.0469,0.6453> under lowlight conditions?",
    "answer": "Slight left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive distant objects clearly. To the front of the ego vehicle, there is a person on the side of the road, identified at coordinates <c1,CAM_FRONT,0.0469,0.6453>. Additionally, people are walking on the roadside, visible at <c2,CAM_FRONT,0.4771,0.5639>. An orange car is moving to the back right of the ego vehicle, located at <c3,CAM_BACK_RIGHT,0.6886,0.6703>. The lowlight conditions require careful observation and cautious driving.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. B. Fog. C. Dark. D. Bright",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its movement direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Sharp left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to discern details. A black car is moving ahead, positioned at coordinates <c1,CAM_FRONT,0.6604,0.6314>. A person on a bicycle is also moving ahead, located at <c2,CAM_FRONT,0.2052,0.6092>. A pedestrian wearing a pink shirt and black pants is moving at <c3,CAM_FRONT,0.0203,0.5991>. To the front right, a white SUV is stationary at <c4,CAM_FRONT_RIGHT,0.4313,0.6758>. Behind, a black sedan is moving at <c5,CAM_BACK_RIGHT,0.2409,0.7426> and another black sedan is at <c6,CAM_BACK,0.1351,0.6314>. The lowlight conditions obscure some details, but the key objects are identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Color quant. C. Sensor failure. D. Rain",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, and lowlight conditions do not change its movement direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, especially under lowlight conditions where visibility is reduced.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking. Lowlight conditions require careful monitoring of the surroundings.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the front of the ego vehicle, there is a white sedan car and a pedestrian, with coordinates <c1,CAM_FRONT,0.7067,0.5611> and <c2,CAM_FRONT,0.9521,0.5703> respectively. Behind the ego vehicle, a gray commercial van is moving, located at <c3,CAM_BACK,0.5417,0.5509>. A stationary blue SUV is positioned to the back left at <c4,CAM_BACK_LEFT,0.8264,0.6769>. Additionally, a bicycle is stationary in front, at <c5,CAM_FRONT,0.8067,0.6009>. The lowlight conditions necessitate heightened awareness and cautious driving.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Fog. C. Zoom blur. D. Sensor failure",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 it is moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is an orange and white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Moderate right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the front right of the ego vehicle, there is an orange and white truck (coordinates: 0.1626, 0.5338). Directly in front, there is a stationary white truck (coordinates: 0.6261, 0.4814). Behind the ego vehicle, a blue sedan is moving (coordinates: 0.1552, 0.5213), while another blue sedan is stationary in front (coordinates: 0.1198, 0.5676). The lowlight conditions require careful navigation to avoid potential hazards.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. H256 ABR compression. B. JPEG compression. C. Fog. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, and lowlight conditions do not affect its movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, and lowlight conditions do not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit due to lowlight conditions, making it challenging to see distant objects clearly. A white truck is moving behind the ego vehicle, positioned at coordinates <c1,CAM_BACK,0.4547,0.5592>. Yellow traffic markings are visible on the road behind the ego vehicle at <c2,CAM_BACK,0.4396,0.6398>. Ahead of the ego vehicle, a white road sign is visible at <c3,CAM_FRONT,0.7559,0.6411>. The road is lined with trees and the visibility is reduced, requiring careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Motion blur. C. Sensor failure. D. Fog",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c2,CAM_FRONT,0.3234,0.4981> in lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition may make these objects less visible.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under lowlight conditions? 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 lowlight condition may require additional caution.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white commercial vehicle, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.3812,0.5722> under lowlight conditions?",
    "answer": "Moderate right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.3812,0.5722> under lowlight conditions? 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, but extra caution is advised due to lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the front right of the ego vehicle, there is a stationary white commercial vehicle at coordinates <c1,CAM_FRONT_RIGHT,0.3812,0.5722>. Directly ahead, a white truck is moving forward at coordinates <c2,CAM_FRONT,0.3234,0.4981>. Behind the ego vehicle, a yellow bike is stationary at coordinates <c3,CAM_BACK,0.6567,0.6028>. The lowlight condition requires the ego vehicle to rely more on sensor data to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bright. B. Color quant. C. Zoom blur. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions do not affect its direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white commercial vehicle, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A white commercial vehicle is moving to the right in front of the ego vehicle at coordinates <c1,CAM_FRONT,0.4646,0.6814>. Behind the ego vehicle, a dark gray van is stationary at <c2,CAM_BACK,0.4370,0.5611>. To the front left, a pedestrian wearing a light purple shirt is moving at <c3,CAM_FRONT_LEFT,0.5380,0.6759>, and a dark blue SUV is stationary at <c4,CAM_FRONT_LEFT,0.6276,0.5602>. The lowlight conditions require careful attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Motion blur. C. Sensor failure. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a pedestrian wearing white shorts, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to see distant objects clearly. To the front left, there is a pedestrian wearing white shorts, identified as <c1,CAM_FRONT_LEFT,0.6279,0.5731>. Directly in front of the ego vehicle is an orange bus, identified as <c2,CAM_FRONT,0.0936,0.4960>. Behind the ego vehicle, a blue sedan is moving, identified as <c3,CAM_BACK,0.4422,0.6213>. Another blue sedan is stationary to the front right, identified as <c4,CAM_FRONT_RIGHT,0.1160,0.5806>. The lowlight conditions require careful attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. JPEG compression. C. Saturate. D. Bit error",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a pedestrian in red clothes, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A pedestrian in red clothes is moving ahead at coordinates <c1,CAM_FRONT,0.7364,0.5908>. A white sedan is moving behind the ego vehicle at <c2,CAM_BACK,0.2099,0.6139>. Another white sedan is ahead at <c3,CAM_FRONT,0.3333,0.6444>, along with a red car at <c4,CAM_FRONT,0.9448,0.6120>. To the front left, a white sedan car is moving at <c5,CAM_FRONT_LEFT,0.4609,0.6028>. The lowlight conditions require careful attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Sensor failure. B. Fog. C. Dark. D. H256 ABR compression",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c2,CAM_FRONT_RIGHT,0.6703,0.4981> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a stationary black car.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the front left, there is a stationary black car (<c1,CAM_FRONT_LEFT,0.6000,0.6750>). A black SUV is moving to the front right (<c2,CAM_FRONT_RIGHT,0.6703,0.4981>). Behind the ego vehicle, there is an unclear moving object (<c3,CAM_BACK,0.4547,0.5936>). Directly in front, a white sedan is moving (<c4,CAM_FRONT,0.3667,0.6398>), and a red car is also moving in front (<c5,CAM_FRONT,0.5745,0.6269>). The lowlight conditions require careful attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Saturate. C. JPEG compression. D. Zoom blur",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A white truck is moving ahead of the ego vehicle, positioned at coordinates <c1,CAM_FRONT,0.5323,0.5222>. Behind the ego vehicle, a blue truck is moving, located at <c2,CAM_BACK,0.6536,0.5722>. To the back left, a blue car is moving at <c3,CAM_BACK_LEFT,0.4219,0.7500>. A green light is visible in front of the ego vehicle at <c4,CAM_FRONT,0.5039,0.4546>. The lowlight conditions require careful attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Motion blur. C. Dark. D. Bright",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 its status remains unchanged under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier, and this remains consistent under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. The road is straight with a few vehicles visible. A silver sedan is positioned to the front left of the ego vehicle, identified at coordinates <c1,CAM_FRONT_LEFT,0.8036,0.6963>. Directly ahead, a black sedan is moving forward, located at <c2,CAM_FRONT,0.4401,0.5574>. Another white sedan is also ahead, slightly to the right, at <c3,CAM_FRONT,0.5614,0.5472>. The overall scene is characterized by low visibility due to the lowlight conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Bright. C. Color quant. D. JPEG compression",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions do not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a red car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerating and going straight can lead to a collision with <c3,CAM_FRONT,0.4748,0.5524>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to see distant objects clearly. A red car is moving ahead at coordinates <c1,CAM_FRONT,0.8292,0.5250>. A blue and white commercial vehicle is also moving ahead at <c2,CAM_FRONT,0.1042,0.6347>. A black pickup truck is positioned at <c3,CAM_FRONT,0.4748,0.5524>, and a white truck is at <c4,CAM_FRONT,0.3286,0.5130>. The traffic light shows green at <c5,CAM_FRONT,0.6604,0.3031>, indicating the ego vehicle can proceed.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. H256 ABR compression. B. JPEG compression. C. Bit error. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions do not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, even under lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. A black sedan is stationary to the front right of the ego vehicle, positioned at coordinates <c1,CAM_FRONT_RIGHT,0.7146,0.5602>. Directly in front, a motorcycle is stationary at <c2,CAM_FRONT,0.6989,0.6028>. Behind the ego vehicle, a silver sedan is moving at <c3,CAM_BACK,0.4177,0.6019>, and a white sedan is also moving at <c4,CAM_BACK,0.5261,0.5861>. Another motorcycle is stationary in front at <c5,CAM_FRONT,0.8724,0.7047>. The lowlight conditions obscure some details, but the key objects are identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Zoom blur. C. Fog. D. Saturate",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. Lowlight conditions may make these objects less visible.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, and lowlight does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Brake suddenly, brake gently to a stop. Lowlight conditions may require more cautious braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions can lead to a collision with <c3,CAM_FRONT_LEFT,0.9839,0.5852>?",
    "answer": "No such action will lead to a collision. Lowlight conditions do not change this outcome.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to see distant objects clearly. A black SUV is moving ahead in the front view (coordinates: 0.3839, 0.5481). To the back, a stationary black car is visible (coordinates: 0.5683, 0.6991). On the front left, another moving black car is present (coordinates: 0.9839, 0.5852). A stationary black sedan is located at the back right (coordinates: 0.8155, 0.7657). Another moving black car is on the front right (coordinates: 0.3433, 0.5731). A red light is visible in the front view (coordinates: 0.5669, 0.3339). The lowlight condition requires heightened attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Color quant. B. Motion blur. C. Dark. D. Zoom blur",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, as observed from the rear camera.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a gray car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking, and turn right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. A gray car is stationary to the front right of the ego vehicle, located at coordinates <c1,CAM_FRONT_RIGHT,0.4151,0.5703>. Directly in front, a white truck is also stationary at <c2,CAM_FRONT,0.7714,0.4908>, with a red car nearby at <c3,CAM_FRONT,0.8896,0.5870>. Behind the ego vehicle, a white truck is moving, positioned at <c4,CAM_BACK,0.2874,0.5519>. Another white truck is moving to the front left at <c5,CAM_FRONT_LEFT,0.4239,0.4528>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Fog. B. Saturate. C. Bright. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 lowlight condition does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 approaching the next location under lowlight conditions? What is the state of the object and what action should the ego vehicle take? What object should the ego vehicle notice second? What is the state of the object and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object 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.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, creating a challenging visibility scenario for the ego vehicle. Key objects include a white truck moving behind the vehicle, located at coordinates <c1,CAM_BACK,0.5511,0.5314>. A stationary silver sedan is also behind, at <c2,CAM_BACK,0.3036,0.6352>. In front, there is a stationary white sedan at <c3,CAM_FRONT,0.5440,0.5407>. The lowlight conditions require careful attention to these objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. JPEG compression. C. Zoom blur. D. Rain",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 and it is moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive distant objects clearly. A white truck is moving behind the ego vehicle, located at coordinates <c1,CAM_BACK,0.5558,0.5324>. A stationary white sedan is also behind the ego vehicle at <c2,CAM_BACK,0.4849,0.5500>. In front of the ego vehicle, there is a stationary white bus at <c3,CAM_FRONT,0.4130,0.5278> and another stationary white sedan at <c4,CAM_FRONT,0.5544,0.5431>. The lowlight conditions require careful attention to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Sensor failure. B. Color quant. C. Dark. D. JPEG compression",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions do not alter its movement.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a yellow carriage, not a traffic sign or road barrier, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Slight right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive distant objects. To the front right, there is a yellow carriage moving ahead, identified as <c1,CAM_FRONT_RIGHT,0.4255,0.3713>. Directly in front of the ego vehicle are two stationary white trucks, identified as <c2,CAM_FRONT,0.6474,0.5130> and <c3,CAM_FRONT,0.7626,0.5111>. The lowlight conditions obscure some details, but the key objects remain identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Motion blur. C. Bright. D. Sensor failure",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 that is moving ahead, and the lowlight condition does not affect its movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black pickup truck, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the front right, there is a stationary black pickup truck (<c1,CAM_FRONT_RIGHT,0.4661,0.5750>) and a white sedan (<c2,CAM_FRONT_RIGHT,0.0521,0.5547>). Behind the ego vehicle, a black sedan is moving (<c3,CAM_BACK,0.5229,0.6064>), while another black sedan is stationary to the back right (<c4,CAM_BACK_RIGHT,0.2703,0.6926>). The lowlight conditions require careful navigation to ensure safety.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Snow. B. Color quant. C. Motion blur. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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, 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": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, and it is moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_BACK,0.5771,0.5722> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 could the ego vehicle take based on <c1,CAM_BACK,0.5771,0.5722> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to identify objects clearly. To the back of the ego vehicle, there is a moving black car (center x: 0.5771, center y: 0.5722) and a stationary black sedan (center x: 0.5229, center y: 0.5583). In front, an orange construction vehicle is stationary (center x: 0.7026, center y: 0.5342). A worker wearing fluorescent clothing is positioned to the front right (center x: 0.2739, center y: 0.6019). The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. B. Bright. C. Saturate. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c2,CAM_FRONT,0.3011,0.5408> under lowlight conditions? 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 lowlight condition does not affect its trajectory.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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 lowlight condition makes these objects less visible but still detectable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when approaching the next possible location under lowlight conditions? 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 approaching 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 lowlight condition requires extra caution in identifying these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_FRONT_RIGHT,0.8620,0.8648> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "Yes, Explanation: The object is a roadblock, and despite the lowlight condition, it is identifiable as a traffic element.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions taken by the ego vehicle can lead to a collision with <c3,CAM_FRONT_LEFT,0.7688,0.4926> under lowlight conditions?",
    "answer": "No such action will lead to a collision. The lowlight condition does not change the trajectory of the white van, and the ego vehicle's path is clear.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions could the ego vehicle take based on <c2,CAM_FRONT,0.3011,0.5408> under lowlight conditions? 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 lowlight condition requires careful monitoring but does not affect the decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. The road is lined with trees and buildings, barely visible in the lowlight. Key objects include a roadblock to the front right of the ego vehicle, a silver SUV moving straight ahead in the center, and a white van to the front left. These objects are positioned at coordinates <c1,CAM_FRONT_RIGHT,0.8620,0.8648>, <c2,CAM_FRONT,0.3011,0.5408>, and <c3,CAM_FRONT_LEFT,0.7688,0.4926> respectively. The lowlight condition requires heightened attention to detail.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Color quant. C. Zoom blur. D. Fog",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, 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 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": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, what is the moving status of object <c1,CAM_BACK,0.3792,0.4953>? 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 lowlight condition does not affect its movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, is <c1,CAM_BACK,0.3792,0.4953> 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 lowlight condition does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, 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 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": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.3792,0.4953>?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, what actions could the ego vehicle take based on <c1,CAM_BACK,0.3792,0.4953>? 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": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive distant objects clearly. A black car is moving behind the ego vehicle, positioned at coordinates <c1,CAM_BACK,0.3792,0.4953>. Ahead, a black sedan is stationary at coordinates <c2,CAM_FRONT,0.9654,0.5342>. Additionally, a white coach is moving ahead, turning right at coordinates <c3,CAM_FRONT,0.5389,0.4707>. The lowlight conditions require careful attention to these objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Saturate. C. Color quant. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its movement direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a silver business car, stationary, and not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, even under lowlight conditions. The probability of taking this action is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No action taken by the ego vehicle will lead to a collision with <c1,CAM_FRONT,0.9573,0.6213>, even under lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to discern details. A silver business car is stationary at the front, positioned at coordinates <c1,CAM_FRONT,0.9573,0.6213>. A white SUV is moving ahead at coordinates <c2,CAM_FRONT,0.3609,0.5676>. Behind the ego vehicle, a black and white van is moving at coordinates <c3,CAM_BACK,0.5052,0.5630>. Additionally, a black car is moving at the front at coordinates <c4,CAM_FRONT,0.2458,0.5408>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Fog. C. H256 ABR compression. D. Bit error",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, which remains visible despite the lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white sedan, not a traffic sign or road barrier, and remains identifiable even in lowlight.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive distant objects clearly. A white sedan is moving ahead in front of the ego vehicle, located at coordinates <c1,CAM_FRONT,0.5120,0.6000>. To the back left, a person wearing gray clothes is stationary, positioned at <c2,CAM_BACK_LEFT,0.9261,0.5694>. Additionally, a white truck is stationary in front of the ego vehicle at <c3,CAM_FRONT,0.4667,0.5861>. The lowlight conditions require careful attention to these key objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Rain. C. Motion blur. D. Snow",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, as observed despite the lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Brake suddenly, brake gently to a stop.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to discern details. A white SUV is moving to the front right of the ego vehicle, positioned at coordinates (0.1776, 0.5926). Ahead, a white truck is moving at coordinates (0.8752, 0.5097), while a red and white truck is moving to the back left at (0.4977, 0.5059). Another white sedan is moving to the front right at (0.3214, 0.6186), and a gray SUV is moving ahead at (0.7468, 0.5991). A black sedan remains stationary at the back, located at (0.5135, 0.7259). The lowlight conditions obscure finer details, but the key objects are identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Saturate. C. Zoom blur. D. Motion blur",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, even under lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Moderate right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. Key objects include a black SUV moving ahead at coordinates <c1,CAM_FRONT,0.7083,0.5917>, a white sedan also moving ahead at <c2,CAM_FRONT,0.6167,0.5537>, a black sedan car moving behind at <c3,CAM_BACK,0.5354,0.5583>, and a white SUV moving ahead at <c4,CAM_FRONT,0.4354,0.5417>. Streetlights provide minimal illumination, and the road surface reflects some light from vehicle headlights.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Snow. B. Motion blur. C. Dark. D. Fog",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, which remains consistent even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a bicycle on the roadside, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Decelerate gradually without braking, and maintain the same speed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to perceive objects clearly. A bicycle is stationary on the roadside at coordinates <c1,CAM_FRONT,0.3583,0.5537>. A black sedan is moving ahead at coordinates <c2,CAM_FRONT,0.1148,0.5047>. A trash can is positioned at coordinates <c3,CAM_FRONT,0.7821,0.6447>. The surroundings include residential buildings and trees, with shadows obscuring some details.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bit error. B. Dark. C. Saturate. D. Zoom blur",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions do not affect its direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. The ego vehicle is surrounded by several key objects: a black car moving ahead at coordinates <c1,CAM_FRONT,0.5833,0.5231>, a white sedan also moving ahead at <c2,CAM_FRONT,0.5339,0.5352>, and a silver SUV moving behind at <c3,CAM_BACK,0.5354,0.5741>. To the front right, a person in a wheelchair is moving at <c4,CAM_FRONT_RIGHT,0.0710,0.7817>. Additionally, there is a 'Yield to pedestrians' sign at <c5,CAM_FRONT,0.8222,0.5242>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bit error. B. Color quant. C. Dark. D. Bright",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a brown car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.2677,0.6382> under lowlight conditions?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. The road is bordered by a wall on one side and a parking area on the other. 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 lowlight conditions obscure some details, but the general layout of the road and surrounding structures is discernible.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Snow. C. Bit error. D. Sensor failure",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, even under lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No action taken by the ego vehicle will lead to a collision with <c1,CAM_BACK,0.4886,0.5602>, even under lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive objects clearly. A black sedan is moving behind the ego vehicle at coordinates <c1,CAM_BACK,0.4886,0.5602>. Another black car is also moving behind the ego vehicle at <c2,CAM_BACK,0.5422,0.5750>. A stationary black motorcycle is positioned to the front left at <c3,CAM_FRONT_LEFT,0.4750,0.8317>, and a blue sedan is stationary to the front right at <c4,CAM_FRONT_RIGHT,0.6031,0.7083>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Zoom blur. B. Sensor failure. C. Bright. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, and despite the lowlight conditions, it is moving ahead.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed and turn right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to discern details. A black car is moving behind the ego vehicle, positioned at coordinates <c1,CAM_BACK,0.5052,0.5436>. Ahead, a blue sedan is stationary, located at <c2,CAM_FRONT,0.7630,0.5814>. Another black SUV is also moving behind the ego vehicle at <c3,CAM_BACK,0.6099,0.5602>. The overall visibility is reduced, requiring careful attention to the surroundings.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Fog. B. H256 ABR compression. C. Dark. D. Bright",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, and lowlight conditions do not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under lowlight conditions? 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 stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice that 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 that 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": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions?",
    "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier, and lowlight conditions do not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. A silver sedan is moving ahead in front of the ego vehicle, positioned at coordinates <c1,CAM_FRONT,0.4161,0.5547>. To the front left, a white truck is stationary at coordinates <c2,CAM_FRONT_LEFT,0.5418,0.5173>. Pedestrians are crossing the road to the front right at coordinates <c3,CAM_FRONT_RIGHT,0.1156,0.7759>. Buildings and trees are faintly visible in the background, adding to the complexity of navigating under lowlight conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. H256 ABR compression. B. Dark. C. Zoom blur. D. Motion blur",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, and lowlight conditions do not affect its trajectory.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a stationary pedestrian, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Slight right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is set in a lowlight environment, making visibility challenging. To the front of the ego vehicle, there is a stationary pedestrian on the roadside, identified as <c1,CAM_FRONT,0.6594,0.5463>. A blue sedan, <c2,CAM_FRONT,0.5219,0.5380>, is moving ahead. Behind the ego vehicle, a silver SUV, <c3,CAM_BACK,0.5427,0.5889>, is also in motion. To the front left, a black car, <c4,CAM_FRONT_LEFT,0.4286,0.7827>, is moving. The lowlight conditions obscure some details, but the key objects are still identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Motion blur. B. Dark. C. Rain. D. H256 ABR compression",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions do not affect its trajectory.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Brake suddenly, brake gently to a stop.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. Key objects include a black SUV stationary at the back of the ego vehicle, a blue car moving ahead also at the back, a white car moving to the front right, and a pedestrian in a gray jacket stationary at the back right. The coordinates 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>. Buildings and trees are barely visible, adding to the complexity of navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Sensor failure. B. Fog. C. Dark. D. JPEG compression",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its movement status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_FRONT,0.7484,0.6028> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a white sedan, not a traffic sign or road barrier, and lowlight does not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Changing to the right lane.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. The road is wet, suggesting recent rain. A white sedan is stationary at the front of the ego vehicle, located at coordinates <c1,CAM_FRONT,0.7484,0.6028>. A white truck is also stationary in front, positioned at <c2,CAM_FRONT,0.7604,0.4963>. Another white truck is moving behind the ego vehicle, identified at <c3,CAM_BACK,0.5521,0.5342>. Streetlights and building outlines are faintly visible, adding to the lowlight complexity.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Bright. C. Saturate. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not change its movement.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. Despite the lowlight, these objects remain crucial for decision-making.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white motorhome, not a traffic sign or road barrier, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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. Lowlight conditions do not alter this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop, slightly offset to the left, and slightly offset to the right. These actions remain safe despite the lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. Key objects include a stationary white motorhome positioned at the back of the ego vehicle (<c1,CAM_BACK,0.5167,0.5063>), a stationary black car also at the back (<c2,CAM_BACK,0.8479,0.7574>), a moving black sedan at the front (<c3,CAM_FRONT,0.7406,0.5500>), and another stationary black sedan at the front left (<c4,CAM_FRONT_LEFT,0.3858,0.7372>). The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Bright. C. Saturate. D. H256 ABR compression",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Brake suddenly, slightly offset to the right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the back of the ego vehicle, there is a stationary white truck at coordinates <c1,CAM_BACK,0.4979,0.5498> and a stationary black car at <c2,CAM_BACK,0.8615,0.7547>. In front of the ego vehicle, a gray SUV is moving at <c3,CAM_FRONT,0.4042,0.5444>, along with a white truck at <c4,CAM_FRONT,0.6797,0.4583>, a black sedan at <c5,CAM_FRONT,0.3198,0.5436>, and a gray sedan at <c6,CAM_FRONT,0.2245,0.5444>. The lowlight conditions require careful navigation and increased attention to the surroundings.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bit error. C. Bright. D. Fog",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a blue sedan car, not a traffic sign or road barrier, and the lowlight condition does not change its category.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Sharp right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop and turn right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A blue sedan car is moving to the front right of the ego vehicle at coordinates <c1,CAM_FRONT_RIGHT,0.0209,0.6139>. A black SUV is also moving to the front right at <c2,CAM_FRONT_RIGHT,0.5938,0.6564>. Directly in front, a blue sedan is moving at <c3,CAM_FRONT,0.8542,0.6814>. Behind the ego vehicle, a red car is stationary at <c4,CAM_BACK,0.4500,0.7592>. Additionally, a 'go straight' sign is located to the back right at <c5,CAM_BACK_RIGHT,0.6689,0.9503>. The lowlight conditions require careful navigation and attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Fog. B. Saturate. C. Dark. D. Rain",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, which remains visible despite the lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white van, not a traffic sign or road barrier, and is identified as a moving vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is set in a lowlight environment, making visibility challenging. Key objects include a white van moving behind the ego vehicle at coordinates <c1,CAM_BACK,0.5130,0.6352>, a white sedan car also behind at <c2,CAM_BACK,0.8313,0.7297>, and a gray SUV in front at <c3,CAM_FRONT,0.6474,0.5944>. Additionally, a gray-white business vehicle is positioned to the front left at <c4,CAM_FRONT_LEFT,0.8667,0.6297>, and a right turn sign is visible ahead at <c5,CAM_FRONT,0.4078,0.6176>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bright. C. Sensor failure. D. H256 ABR compression",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 lowlight condition does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition makes these objects less visible but does not change their importance.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition requires extra attention to these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, and the lowlight condition does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 lowlight condition requires maintaining vigilance.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking. The lowlight condition requires careful monitoring of surroundings.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. A black car is stationary to the front left of the ego vehicle at coordinates <c1,CAM_FRONT_LEFT,0.6739,0.5936>. A blue truck is stationary to the back right at <c2,CAM_BACK_RIGHT,0.1880,0.4778>. A black sedan is moving ahead at the back at <c3,CAM_BACK,0.5443,0.5648>. The road is straight with minimal lighting, requiring the ego vehicle to rely on sensors for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Color quant. C. Motion blur. D. Zoom blur",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 lowlight condition does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. The lowlight condition makes these objects less visible but does not change their importance.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, and the lowlight condition does not alter its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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. The lowlight condition requires increased attention to ensure visibility.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Slightly offset to the right, slightly offset to the left, keep going at the same speed. The lowlight condition requires maintaining a safe distance and speed.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No such action will lead to a collision. The lowlight condition requires careful monitoring but does not inherently increase collision risk with the black car.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. Key objects include a black car to the front right of the ego vehicle at coordinates <c1,CAM_FRONT_RIGHT,0.1000,0.5297>, a white SUV directly behind at <c2,CAM_BACK,0.4656,0.5797>, and a silver sedan to the back right at <c3,CAM_BACK_RIGHT,0.7927,0.5833>. Streetlights provide minimal illumination, and the road appears wet, suggesting recent rain. The ego vehicle must navigate carefully, maintaining awareness of these vehicles despite the lowlight conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. C. Bit error. D. Bright",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: the object is a silver SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to clearly see objects. A silver SUV is moving behind the ego vehicle, positioned at coordinates <c1,CAM_BACK,0.5531,0.5917>. To the front right, a pedestrian with a backpack is walking, located at <c2,CAM_FRONT_RIGHT,0.4011,0.6167>. Additionally, a yellow traffic sign is visible to the front right at <c3,CAM_FRONT_RIGHT,0.1047,0.4354>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Rain. C. Bit error. D. H256 ABR compression",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c1,CAM_FRONT,0.5708,0.5074> under lowlight conditions? 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 under lowlight conditions, which may affect visibility but not its direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_FRONT,0.5708,0.5074> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a yellow truck, not a traffic sign or road barrier, despite lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to see distant objects clearly. A yellow truck is moving ahead of the ego vehicle at coordinates <c1,CAM_FRONT,0.5708,0.5074>. To the front left, a black sedan is also moving at <c2,CAM_FRONT_LEFT,0.7208,0.7646>. Behind the ego vehicle, a white SUV is moving at <c3,CAM_BACK,0.5573,0.5620>. Additionally, a pedestrian wearing black clothes is moving in front of the vehicle at <c4,CAM_FRONT,0.6969,0.5481>. The lowlight conditions require careful attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Saturate. C. Zoom blur. D. Color quant",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 lowlight does not affect its trajectory.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. Despite the lowlight, these objects remain key for decision-making.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a blue car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking. Lowlight requires maintaining a steady pace to ensure safety.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No such action will lead to a collision. The ego vehicle's path is clear of the blue car, even in lowlight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, with streetlights providing minimal illumination. A blue car is moving to the front right of the ego vehicle at coordinates <0.7448, 0.6389>. Directly ahead, a white sedan car is positioned at <0.2516, 0.6342>, and another white sedan is slightly to the left at <0.4031, 0.5287>. The road appears clear, but visibility is reduced due to the lowlight conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bit error. B. Dark. C. Rain. D. Bright",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions do not affect its trajectory.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, and lowlight conditions do not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. Key objects include a white truck moving behind the ego vehicle at coordinates <c1,CAM_BACK,0.6849,0.5324>, a stationary black sedan to the front right at <c2,CAM_FRONT_RIGHT,0.4274,0.6966>, and a silver sedan stationary to the back right at <c3,CAM_BACK_RIGHT,0.5505,0.7083>. Another white truck is moving behind at <c4,CAM_BACK,0.5422,0.5370>, and a green light is visible ahead at <c5,CAM_FRONT,0.4980,0.3700>. The lowlight conditions require careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. H256 ABR compression. C. Rain. D. Saturate",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 its status remains unchanged despite lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_BACK,0.1329,0.6872> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a white commercial vehicle, not a traffic sign or road barrier, even in lowlight.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions taken by the ego vehicle can lead to a collision with <c4,CAM_FRONT,0.9047,0.6806> under lowlight conditions?",
    "answer": "Slight right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, creating a challenging environment for perception. To the back of the ego vehicle, there is a stationary white commercial vehicle at coordinates <c1,CAM_BACK,0.1329,0.6872>, a black sedan at <c2,CAM_BACK,0.6964,0.5953>, and a black van at <c3,CAM_BACK,0.3380,0.6047>. In front of the ego vehicle, a stationary white sedan is located at <c4,CAM_FRONT,0.9047,0.6806>, and a moving white truck is at <c5,CAM_FRONT,0.5094,0.5130>. The lowlight conditions obscure some details, making it crucial for the vehicle's sensors to accurately detect and interpret the scene.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. H256 ABR compression. C. JPEG compression. D. Bit error",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the front left of the ego vehicle, there is a white truck moving, located at coordinates <c1,CAM_FRONT_LEFT,0.1432,0.4833>. A black car is stationary to the front right at <c2,CAM_FRONT_RIGHT,0.2636,0.6574>. Behind the ego vehicle, a black commercial vehicle is moving at <c3,CAM_BACK,0.9017,0.6361>. A white zebra crossing is visible in front of the ego vehicle at <c4,CAM_FRONT,0.3416,0.7904>. The surrounding buildings and road are barely visible due to the lowlight conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Fog. C. Color quant. D. Snow",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_BACK,0.7137,0.5362> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the back of the ego vehicle, there is a black car moving and turning left, located at coordinates <c1,CAM_BACK,0.7137,0.5362>. A stationary silver sedan is positioned to the back left at <c2,CAM_BACK_LEFT,0.2646,0.6481>, and another stationary silver sedan is to the front left at <c3,CAM_FRONT_LEFT,0.1278,0.5478>. The road is barely visible, and the surroundings are dark, requiring careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Fog. C. Bright. D. Bit error",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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, and it is turning right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A white sedan car is stationary at the front, positioned at coordinates <c1,CAM_FRONT,0.5437,0.5056>. Behind the ego vehicle, a black commercial vehicle is moving, located at <c2,CAM_BACK,0.5495,0.4880>. To the back left, a black sedan is stationary, positioned at <c3,CAM_BACK_LEFT,0.7208,0.6537>. The street is lined with buildings, and the lowlight conditions require careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Zoom blur. B. Saturate. C. Bit error. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions, maintaining its path to turn left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. Despite the lowlight, these objects remain crucial for decision-making.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, even under lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A black SUV is moving behind the ego vehicle at coordinates <c1,CAM_BACK,0.7864,0.5759>. To the front left, there is a stationary black unknown object at <c2,CAM_FRONT_LEFT,0.5500,0.5287>. A gray SUV is stationary to the back left at <c3,CAM_BACK_LEFT,0.6630,0.7074>. An orange roadblock is positioned at the back at <c4,CAM_BACK,0.2224,0.7056>. Despite the lowlight, these objects are crucial for navigation and decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Snow. B. Dark. C. H256 ABR compression. D. Zoom blur",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, which is consistent with its observed behavior.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a gray sedan, which is a vehicle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the back of the ego vehicle, there is a gray sedan moving to the left, identified as <c1,CAM_BACK,0.5953,0.6297>. A pedestrian wearing a blue shirt and black pants is also moving at the back, identified as <c2,CAM_BACK,0.1943,0.5991>. In front of the ego vehicle, a white coach is moving straight, identified as <c3,CAM_FRONT,0.3120,0.5194>. Additionally, a white straight road sign is visible ahead, identified as <c4,CAM_FRONT,0.5270,0.6279>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Saturate. C. Snow. D. Bit error",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 is located at the back of the ego vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is moving and does not match the characteristics of a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "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": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. The road is surrounded by trees and buildings, which are difficult to discern due to the lowlight. An orange object is moving behind the ego vehicle at coordinates <c1,CAM_BACK,0.6958,0.6241>. In front of the ego vehicle, there are two stationary objects: a green one at <c2,CAM_FRONT,0.5776,0.5789> and a purple one at <c3,CAM_FRONT,0.6986,0.6102>. The road markings are faint, and the overall scene requires careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Motion blur. B. H256 ABR compression. C. Dark. D. Rain",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, 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 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, what is the moving status of object <c1,CAM_BACK,0.9339,0.7139>? 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 lowlight conditions, making it challenging to determine its exact direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, is <c1,CAM_BACK,0.9339,0.7139> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.9339,0.7139>?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the back of the ego vehicle, there is a gray sedan moving, identified as <c1,CAM_BACK,0.9339,0.7139>. In front, a black SUV is moving, identified as <c2,CAM_FRONT,0.3328,0.5797>, along with a stationary silver-gray sedan <c4,CAM_FRONT,0.0861,0.6380> and a black sedan <c5,CAM_FRONT,0.5036,0.5936>. A man carrying a black backpack is positioned to the back left <c3,CAM_BACK_LEFT,0.8089,0.6463>. Additionally, a red truck is moving behind the ego vehicle <c6,CAM_BACK,0.5724,0.5898>. The lowlight conditions require careful navigation and heightened awareness.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Snow. B. Color quant. C. Motion blur. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Considering the lowlight conditions, what is the moving status of object <c1,CAM_BACK,0.9337,0.6880>? 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 of the ego vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Under lowlight conditions, what are the important objects in the current scene? Those objects will be considered for future reasoning and driving decisions.",
    "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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, is <c1,CAM_BACK,0.9337,0.6880> 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Decelerate gradually without braking and turn left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions can lead to a collision with <c1,CAM_BACK,0.9337,0.6880>?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the back of the ego vehicle, a gray sedan is moving, identified as <c1,CAM_BACK,0.9337,0.6880>. In front, a black SUV is moving, identified as <c2,CAM_FRONT,0.2799,0.6153>. A pedestrian wearing black clothes is moving to the back left, identified as <c3,CAM_BACK_LEFT,0.7995,0.6472>. A stationary white SUV is to the front left, identified as <c4,CAM_FRONT_LEFT,0.8386,0.5908>. A black sedan is stationary in front, identified as <c5,CAM_FRONT,0.3703,0.5880>. Finally, a red truck is moving to the back, identified as <c6,CAM_BACK,0.6428,0.5579>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Rain. C. Color quant. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a yellow bicycle, stationary, and not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 the orange and black construction sign at the left camera, which is in a state of construction ahead, so the ego vehicle should maintain speed and continue forward. Second, notice the gray sedan at the back camera, which is in a state of left turn, so the ego vehicle should maintain speed and continue forward. Finally, notice the yellow bicycle at the left rear camera, which is stationary, so the ego vehicle should maintain speed and continue forward.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the back left of the ego vehicle, there is a stationary yellow bicycle, identified at coordinates <c1,CAM_BACK_LEFT,0.3974,0.5297>. Directly behind the ego vehicle, a gray sedan is moving, located at <c2,CAM_BACK,0.7536,0.5972>. To the front left, an orange and black construction sign is visible at <c3,CAM_FRONT_LEFT,0.8336,0.5080>. The road is surrounded by trees and buildings, adding to the complexity of navigation under lowlight conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Saturate. C. Dark. D. Rain",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c1,CAM_BACK,0.5698,0.5019> in lowlight conditions? 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 of the ego vehicle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_BACK,0.5698,0.5019> a traffic sign or a road barrier in lowlight conditions?",
    "answer": "No, Explanation: The object is a bus, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In this scenario under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.5698,0.5019> under lowlight conditions?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. A bus is moving behind the ego vehicle, positioned at coordinates <c1,CAM_BACK,0.5698,0.5019>. In front of the ego vehicle, a red car is moving at coordinates <c2,CAM_FRONT,0.6141,0.6314>. Another vehicle, a white car, is also behind the ego vehicle at coordinates <c3,CAM_BACK,0.5380,0.5342>. Additionally, a white sedan is moving in front of the ego vehicle at coordinates <c4,CAM_FRONT,0.0792,0.5722>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Bright. C. Rain. D. Zoom blur",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 this status remains unchanged despite the lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 approaching the next location under lowlight conditions? What is the state of the object first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when approaching the next 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.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. The road is barely visible, with faint outlines of lane markings. A black SUV is stationary at the back of the ego vehicle, located at coordinates <c1,CAM_BACK,0.8938,0.5009>. Nearby, a black car is also stationary, positioned at <c2,CAM_BACK,0.8141,0.5667>. A white sedan is moving, turning right, and is located at <c3,CAM_BACK,0.4542,0.6213>. The lowlight conditions require careful attention to these objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. C. Bit error. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white small truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Sharp right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, with streetlights providing limited visibility. A white small truck is stationary to the front right of the ego vehicle at coordinates <c1,CAM_FRONT_RIGHT,0.2500,0.6259>. Behind the ego vehicle, a white commercial vehicle is moving at coordinates <c2,CAM_BACK,0.8832,0.6250>. Ahead, a white sedan is moving at coordinates <c3,CAM_FRONT,0.4500,0.5963>, while a black car is stationary behind at coordinates <c4,CAM_BACK,0.3880,0.5630>. The road is wet, reflecting the sparse light, and the surrounding buildings are barely visible.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. B. Dark. C. Snow. D. Color quant",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions? 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 under lowlight conditions, which may affect visibility.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. Lowlight conditions may make these objects harder to detect.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop, or keep going at the same speed. Lowlight conditions require careful monitoring of the surroundings.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions? 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. Lowlight conditions necessitate caution.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is set in an urban environment under lowlight conditions, which reduces visibility. Key objects include a stationary black car at the back of the ego vehicle (<c1,CAM_BACK,0.4641,0.7222>), a stationary white truck to the front (<c2,CAM_FRONT,0.3792,0.5064>), and two moving black sedans in front (<c3,CAM_FRONT,0.4781,0.5722> and <c4,CAM_FRONT,0.5761,0.5389>). Additionally, there is a stationary yellow truck to the front (<c5,CAM_FRONT,0.2989,0.5167>) and a red light (<c6,CAM_FRONT,0.7819,0.4186>). The lowlight conditions make it challenging to perceive these objects clearly.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Saturate. B. Zoom blur. C. Dark. D. JPEG compression",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is set in an urban environment under lowlight conditions, making visibility challenging. To the back of the ego vehicle, there is a stationary black SUV. In front, a white SUV and a white truck are moving, while a yellow truck remains stationary. On the front left, a black SUV is also moving. A black traffic light is positioned to the front. These conditions require careful navigation due to reduced visibility.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Snow. B. Saturate. C. Dark. D. JPEG compression",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions, which may affect visibility.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to see distant objects clearly. A black sedan is moving behind the ego vehicle, located at coordinates <c1,CAM_BACK,0.6594,0.5667>. To the front right, a pedestrian wearing blue pants is moving at <c2,CAM_FRONT_RIGHT,0.5739,0.6408>, and another black sedan is at <c3,CAM_FRONT_RIGHT,0.5489,0.5972>. A white shirt pedestrian is moving to the back right at <c4,CAM_BACK_RIGHT,0.4724,0.6259>, and an orange car is directly in front at <c5,CAM_FRONT,0.3229,0.5082>. Additionally, a pedestrian wearing a black top is located at <c6,CAM_BACK_RIGHT,0.8761,0.7009>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Color quant. B. Dark. C. Saturate. D. Sensor failure",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition, it is turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight. Include both general description and key objects and their positions.",
    "answer": "The scene is set in a dimly lit urban environment, making visibility challenging. To the back of the ego vehicle, there is a stationary white SUV at coordinates <c1,CAM_BACK,0.1651,0.7203>. In front, a red pickup truck is moving, located at <c2,CAM_FRONT,0.4114,0.6481>. To the front right, a gray SUV is stationary at <c3,CAM_FRONT_RIGHT,0.6085,0.7009>, and a pedestrian riding a bicycle is moving at <c4,CAM_FRONT_RIGHT,0.2776,0.6213>. Behind, a blue sedan is stationary at <c5,CAM_BACK,0.6229,0.7639>. A red light is visible at <c6,CAM_FRONT,0.5251,0.2813>, indicating a stop signal for the ego vehicle.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. B. Dark. C. Color quant. D. H256 ABR compression",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 it is moving under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a red pickup truck, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerate and go straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is set in an urban environment under lowlight conditions, making visibility challenging. A red pickup truck is moving in front of the ego vehicle, positioned at coordinates <c1,CAM_FRONT,0.8271,0.5833>. To the front right, a light gray SUV is stationary at <c2,CAM_FRONT_RIGHT,0.6097,0.6898>. Behind the ego vehicle, a blue sedan is stationary at <c3,CAM_BACK,0.6229,0.7639>. Another moving vehicle, a white pickup truck, is in front at <c4,CAM_FRONT,0.4308,0.6167>. A red traffic light is visible at <c5,CAM_FRONT,0.5334,0.2813>, indicating the need for caution.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Zoom blur. B. Dark. C. Saturate. D. Snow",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, what is the moving status of object <c4,CAM_BACK,0.7046,0.6666>? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Under lowlight conditions, 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 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, is <c1,CAM_FRONT_RIGHT,0.2052,0.6064> a traffic sign or a road barrier?",
    "answer": "No, Explanation: the object is a stationary black car.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, what actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT_RIGHT,0.2052,0.6064>?",
    "answer": "Sharp right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Under lowlight conditions, what actions could the ego vehicle take based on <c1,CAM_FRONT_RIGHT,0.2052,0.6064>? 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": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to identify objects clearly. A black car is stationary at the front right of the ego vehicle, positioned at coordinates (0.2052, 0.6064). Directly in front, a black SUV is also stationary at coordinates (0.4589, 0.5750). Behind the ego vehicle, a person wearing a black shirt is stationary at coordinates (0.3719, 0.6176). A white pickup truck is moving to the back at coordinates (0.7046, 0.6666). Additionally, a pedestrian crossing sign is visible ahead to the front right at coordinates (0.6670, 0.4403).",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Sensor failure. B. Motion blur. C. Dark. D. Zoom blur",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: the object is a black SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No such an action will lead to collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to identify objects clearly. A black SUV is moving ahead at coordinates <c1,CAM_FRONT,0.4870,0.5314>. Another black SUV is moving behind the ego vehicle at <c2,CAM_BACK,0.5380,0.5491>. A black sedan is stationary in front at <c4,CAM_FRONT,0.3739,0.5814>, and another black sedan is moving at <c3,CAM_FRONT,0.2031,0.5648>. A pedestrian riding 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 lowlight conditions obscure some details, requiring careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Fog. C. JPEG compression. D. Motion blur",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What is the moving status of object <c2,CAM_FRONT,0.4406,0.4824> in lowlight conditions? 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 in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What are the important objects in the current scene under lowlight conditions? 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>. Lowlight conditions may affect visibility.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_FRONT,0.2370,0.6269> a traffic sign or a road barrier in lowlight conditions?",
    "answer": "Yes, Explanation: The object is a cone bucket, which can be considered a road barrier, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to stop, considering reduced visibility.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT,0.4406,0.4824> in lowlight conditions?",
    "answer": "Moderate left turn, as visibility is reduced and the truck is moving ahead.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to see distant objects clearly. To the front of the ego vehicle, there is a cone bucket and a white truck, both visible despite the lowlight. A silver sedan is positioned to the front right, and a black sedan car is directly in front. Another black sedan is behind the ego vehicle. A red light is visible ahead, indicating a traffic signal. The lowlight conditions require careful attention to these objects and their positions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Sensor failure. B. Rain. C. Dark. D. Motion blur",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not change its direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition makes these objects less visible but they remain important.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black SUV, and the lowlight condition does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect this decision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No action taken by the ego vehicle will lead to a collision with <c1,CAM_BACK_LEFT,0.2156,0.6963>. The lowlight condition does not change this outcome.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit due to lowlight conditions, making visibility challenging. Key objects include a black SUV stationary to the back left of the ego vehicle, a pedestrian waiting at the traffic lights to the front left, a white SUV moving to the front, a pink and white business car stationary to the front left, and a traffic signal to the front. These objects are less visible but remain crucial for navigation. The coordinates 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>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Fog. B. Motion blur. C. JPEG compression. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c1,CAM_BACK_LEFT,0.7286,0.5870> in lowlight conditions? 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 pedestrian moving to the left, identified as a man in a gray shirt.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a pedestrian, specifically a man in a gray shirt, and not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions? 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 gray sedan at the front camera. The object is going ahead, so the ego vehicle should slow down and continue going ahead. Secondly, notice the worker with a white hat at the right camera. The object is stationary, so the ego vehicle should maintain its current speed and continue going ahead. Thirdly, notice the man in a gray shirt at the 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": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Decelerate gradually without braking, brake gently to a stop, and back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the back left of the ego vehicle, there is a pedestrian, a man in a gray shirt, moving. In front of the ego vehicle, a gray sedan is moving ahead. To the front right, a stationary worker with a white hat is visible. The environment includes trees and buildings that are partially obscured by the lowlight, adding to the complexity of the driving conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Saturate. B. Motion blur. C. Dark. D. Bit error",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: the object is a black car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. The road is surrounded by tall buildings, and there are several vehicles in the vicinity. A black car is moving behind the ego vehicle, while a black sedan and a white sedan are stationary in front. Additionally, a white SUV is also stationary in front, and a gray pickup truck is positioned to the front right. These vehicles are identified by their coordinates: <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": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Saturate. B. Bright. C. Dark. D. Snow",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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, and it is turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 approaching the next location under lowlight conditions? 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 approaching the next 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": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop; brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive objects clearly. A black car is stationary in front of the ego vehicle, positioned at coordinates <c1,CAM_FRONT,0.1969,0.6908>. To the front right, a black sedan is moving, turning left at coordinates <c2,CAM_FRONT_RIGHT,0.1432,0.6324>. Pedestrians are crossing the road ahead, moving at coordinates <c3,CAM_FRONT,0.6500,0.6047>. The environment includes tall buildings and trees, with limited visibility due to the lowlight conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Motion blur. B. JPEG compression. C. Bright. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 in lowlight conditions, making it appear to be turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a silver pickup truck, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions?",
    "answer": "Slight left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is set in lowlight conditions, making visibility challenging. A silver pickup truck is moving in front of the ego vehicle, positioned at coordinates <c1,CAM_FRONT,0.2219,0.6509>. Behind the ego vehicle, a white truck is stationary at <c2,CAM_BACK,0.4698,0.5442>. To the front right, a black car is stationary at <c3,CAM_FRONT_RIGHT,0.5511,0.5981>, and a no entry sign is visible at <c4,CAM_FRONT_RIGHT,0.2190,0.5181>. The environment is dimly lit, with shadows obscuring some details.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Bright. C. H256 ABR compression. D. Sensor failure",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 left, and lowlight conditions do not affect its movement.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. Lowlight conditions make these objects less visible but do not change their importance.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a moving white business vehicle, not a traffic sign or road barrier, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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. Lowlight conditions require careful monitoring but do not change the action.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Turn right, decelerate gradually without braking. Lowlight conditions necessitate increased caution but do not alter the safe actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. Key objects include a white business vehicle moving to the back left of the ego vehicle at coordinates <c1,CAM_BACK_LEFT,0.8442,0.6028>, a blue pants pedestrian moving to the back right at <c2,CAM_BACK_RIGHT,0.2745,0.6889>, a stationary black pickup truck in front at <c3,CAM_FRONT,0.2739,0.5537>, and a stationary white truck also in front at <c4,CAM_FRONT,0.8313,0.4250>. The lowlight conditions obscure details but the positions and statuses of these objects remain crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Fog. B. Dark. C. Snow. D. Sensor failure",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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": "./LowLight/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions, making it appear to be turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black motorhome, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, creating a challenging environment for perception. A black motorhome is moving to the front left of the ego vehicle, located at coordinates <c1,CAM_FRONT_LEFT,0.7794,0.5197>. Directly in front, a black SUV is moving at <c2,CAM_FRONT,0.2345,0.5451>. Behind the ego vehicle, a black sedan is moving at <c3,CAM_BACK,0.4109,0.6981>. A stationary gray sedan is positioned to the front left at <c4,CAM_FRONT_LEFT,0.5062,0.5722>. Additionally, a pedestrian wearing black pants is moving to the front right at <c5,CAM_FRONT_RIGHT,0.4542,0.5870>. The lowlight conditions make it difficult to discern these objects clearly.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Color quant. C. H256 ABR compression. D. Sensor failure",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Sharp right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the front right, there is a black car moving, identified at coordinates <c1,CAM_FRONT_RIGHT,0.1594,0.5722>. On the front left, a black SUV is also moving, located at <c2,CAM_FRONT_LEFT,0.9000,0.6481>. Directly in front, a person is riding a motorcycle, positioned 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>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Color quant. B. Dark. C. Snow. D. Motion blur",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 it is turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_FRONT_LEFT,0.4523,0.6579> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a person riding a motorcycle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.4523,0.6579> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions?",
    "answer": "Moderate left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the front left, a person is riding a motorcycle, identified as <c1,CAM_FRONT_LEFT,0.4523,0.6579>. A red car is also moving in the same direction, marked as <c2,CAM_FRONT_LEFT,0.3688,0.5333>. Behind the ego vehicle, a brown SUV is present, identified as <c3,CAM_BACK,0.5073,0.6648>. Ahead, a traffic light shows green, marked as <c4,CAM_FRONT,0.5214,0.4412>. The lowlight conditions require careful attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Saturate. B. Zoom blur. C. Sensor failure. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is an orange bus, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Moderate right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the front right, there is an orange bus moving, identified at coordinates <c1,CAM_FRONT_RIGHT,0.5880,0.5436>. Behind the ego vehicle, a black commercial vehicle is moving, located at <c2,CAM_BACK,0.4609,0.6092>. Directly in front, a silver sedan is moving at <c3,CAM_FRONT,0.8734,0.6519>, and a stationary red car is positioned at <c4,CAM_FRONT,0.2870,0.5852>. Additionally, a 'please pass' sign is visible at <c5,CAM_FRONT,0.6968,0.4658>. The lowlight conditions require careful navigation to avoid potential hazards.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Dark. C. Snow. D. H256 ABR compression",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c1,CAM_FRONT_LEFT,0.2026,0.5380> under lowlight conditions? 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 under lowlight conditions, which may affect visibility.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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>. Lowlight conditions may affect the visibility of these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_FRONT_LEFT,0.2026,0.5380> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when approaching the next possible location under lowlight conditions? 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 approaching 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 bicycle lane at the right camera. The object is a traffic sign, so the ego vehicle should turn right. Secondly notice the black car at the left camera. The object is turning left, so the ego vehicle should turn right. Thirdly notice the black small car at the left rear camera. The object is stationary, so the ego vehicle should turn right. Lowlight conditions may affect the visibility and timing of these actions.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions could the ego vehicle take based on <c1,CAM_FRONT_LEFT,0.2026,0.5380> under lowlight conditions? 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, especially under lowlight conditions where visibility is reduced.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Turn right, decelerate gradually without braking. Lowlight conditions require cautious driving to ensure safety.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to see distant objects clearly. A black car is moving to the front left of the ego vehicle, positioned at coordinates <c1,CAM_FRONT_LEFT,0.2026,0.5380>. A stationary black small car is located to the back left at coordinates <c2,CAM_BACK_LEFT,0.3203,0.6186>. A white bicycle lane is visible to the front right at coordinates <c3,CAM_FRONT_RIGHT,0.5057,0.7596>. The lowlight conditions require heightened attention to these key objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Sensor failure. C. Color quant. D. H256 ABR compression",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 lowlight conditions do not affect its movement.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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>. Lowlight conditions may affect visibility but not the presence of these objects.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, and lowlight conditions do not change its category.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions?",
    "answer": "No such action will lead to a collision. Explanation: The white SUV is stationary, and lowlight conditions do not affect its position relative to the ego vehicle.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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. Lowlight conditions do not change this assessment.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dark due to lowlight conditions, making visibility challenging. Key objects include a stationary white SUV located at the back of the ego vehicle (<c1,CAM_BACK,0.6000,0.5491>), a stationary white motorhome to the front right (<c2,CAM_FRONT_RIGHT,0.4373,0.6236>), a moving black sedan directly in front (<c3,CAM_FRONT,0.5052,0.5686>), and a red light ahead (<c4,CAM_FRONT,0.6431,0.5178>). Despite the lowlight, these objects are crucial for navigation and decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Sensor failure. C. Rain. D. Motion blur",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions, which may affect visibility.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a green bus, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Turn left, slightly offset to the left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, creating a challenging driving scenario. To the back of the ego vehicle, there is a green bus moving, identified as <c1,CAM_BACK,0.6231,0.6020>. In front, a pedestrian in black pants is moving, identified as <c2,CAM_FRONT,0.9000,0.5426>. A convex mirror is also present in front, identified as <c3,CAM_FRONT,0.7492,0.5270>. To the back left, a red sign is visible, identified as <c4,CAM_BACK_LEFT,0.2753,0.4953>. The lowlight conditions make it difficult to see these objects clearly.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Saturate. B. Zoom blur. C. Snow. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 it is turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive distant objects clearly. A white truck is positioned at the front of the ego vehicle, slightly to the left, with coordinates <c1,CAM_FRONT,0.0674,0.4167>. Another white truck is moving behind the ego vehicle, visible at coordinates <c2,CAM_BACK,0.2672,0.5504>. A green traffic light is visible ahead, located at <c3,CAM_FRONT,0.7051,0.3099>. The surrounding buildings and street elements are obscured by the lowlight, requiring careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. B. Fog. C. Dark. D. H256 ABR compression",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 that is moving, and its direction is turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the back of the ego vehicle, there is a stationary white sedan car at coordinates <c1,CAM_BACK,0.6031,0.5463>. In front, another stationary white sedan is located at <c2,CAM_FRONT,0.8245,0.5491>. A moving black SUV is positioned to the back at <c3,CAM_BACK,0.2396,0.5398>. Additionally, a stationary red and white truck is visible in front at <c4,CAM_FRONT,0.4468,0.5158>. The lowlight conditions require careful attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. B. Dark. C. Saturate. D. Bit error",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: the object is a black sedan, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. A black sedan is moving ahead at coordinates <c1,CAM_FRONT,0.3636,0.5620>. A stationary white sedan is positioned at <c2,CAM_FRONT,0.2703,0.6000>. To the front left, another black sedan is stationary at <c3,CAM_FRONT_LEFT,0.7511,0.5972>. The environment is characterized by low visibility, requiring careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Bright. C. Bit error. D. Zoom blur",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 this status remains unchanged despite the lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 approaching the next location under lowlight conditions? What is the state of the object first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when approaching the next 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, and this remains true even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking, and turn left.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. There is a white SUV moving ahead at the front of the ego vehicle, positioned at coordinates <c1,CAM_FRONT,0.3677,0.5519>. Another white SUV is moving at the back, located at <c2,CAM_BACK,0.5437,0.5481>. Additionally, a white sedan is visible at the front, positioned at <c3,CAM_FRONT,0.2986,0.5624>. The road is bordered by construction barriers, and the surrounding buildings are barely discernible against the dark sky.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bright. B. Motion blur. C. Dark. D. Zoom blur",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 moving under lowlight conditions, which may affect visibility.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. Lowlight conditions may obscure some details.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a yellow sedan, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, especially important under lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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. Lowlight conditions require careful consideration of visibility.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to see distant objects clearly. To the front, there is a yellow sedan moving, positioned at coordinates <c1,CAM_FRONT,0.5630,0.5806>. A stationary pedestrian wearing light blue jeans is also in front at <c2,CAM_FRONT,0.7333,0.5797>. Behind the ego vehicle, a gray sedan is stationary at <c3,CAM_BACK,0.4391,0.5556>, and a white van is moving at <c4,CAM_BACK,0.5081,0.5452>. The lowlight conditions obscure some details, requiring enhanced attention.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Sensor failure. B. Motion blur. C. Dark. D. Rain",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions do not affect this status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. The lowlight conditions make these objects less visible but still detectable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a blue car, not a traffic sign or road barrier, and lowlight conditions do not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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. Lowlight conditions require extra attention to ensure visibility.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, but lowlight conditions require careful monitoring.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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, change to the right lane, turn left, or turn right. Lowlight conditions necessitate increased caution.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A blue car is moving to the right at coordinates <c1,CAM_FRONT,0.6776,0.6009>. A silver sedan is moving straight ahead at coordinates <c2,CAM_FRONT,0.8766,0.6148>. A white sedan is moving straight behind the ego vehicle at coordinates <c3,CAM_BACK,0.5016,0.6000>. The road is surrounded by trees, and the lowlight conditions obscure some details, requiring careful observation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Color quant. C. Rain. D. Sensor failure",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c1,CAM_FRONT,0.3833,0.5463> under lowlight conditions? 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 lowlight condition does not affect its movement.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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,0.5806>, and <c3,CAM_FRONT,0.5238>. The lowlight condition makes these objects less visible but still detectable.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_FRONT,0.3833,0.5463> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier, and the lowlight condition does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under lowlight conditions? 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. The lowlight condition requires more attention to these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions could the ego vehicle take based on <c1,CAM_FRONT,0.3833,0.5463> under lowlight conditions? 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, even under lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.3833,0.5463> under lowlight conditions?",
    "answer": "No action taken by the ego vehicle will lead to a collision with <c1,CAM_FRONT,0.3833,0.5463>, even under lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A gray sedan is positioned at the front of the ego vehicle, turning left, located at coordinates <c1,CAM_FRONT,0.3833,0.5463>. Behind the ego vehicle, a white SUV is moving ahead, positioned at <c2,CAM_BACK,0.5806>. A parking sign is visible at the front, located at <c3,CAM_FRONT,0.5238>. The lowlight condition requires careful observation of these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Motion blur. C. Zoom blur. D. Bright",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 turning right, and the lowlight condition does not change its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition makes these objects less visible but does not change their importance.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a silver sedan, and the lowlight condition does not change its identity.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight condition requires increased attention to these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition suggests caution but does not alter the action.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop or continue at the same speed. The lowlight condition suggests increased caution.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the front left of the ego vehicle, there is a stationary silver sedan. Directly in front, a black sedan is moving, turning right. To the front right, a red car is stationary. The lowlight condition requires heightened awareness of these vehicles' positions and movements.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Bright. C. Motion blur. D. Sensor failure",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? Those objects will be considered for the 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 it is turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under lowlight conditions? 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 green shirt at left camera. It is going ahead, so the ego vehicle should turn left. Secondly, notice orange-red bus at front camera. It is turning left, so the ego vehicle should turn left. Thirdly, notice black small car at right camera. It is turning left, so the ego vehicle should turn left.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is an orange-red bus, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions taken by the ego vehicle can lead to a collision with <c1,CAM_FRONT,0.2323,0.4722> under lowlight conditions?",
    "answer": "Accelerating and going straight can lead to a collision with <c1,CAM_FRONT,0.2323,0.4722>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive objects clearly. An orange-red bus is moving in front of the ego vehicle, positioned at coordinates <c1,CAM_FRONT,0.2323,0.4722>. To the front left, a pedestrian wearing a green shirt is visible at <c2,CAM_FRONT_LEFT,0.3047,0.7028>. On the front right, a black small car is moving at <c3,CAM_FRONT_RIGHT,0.5849,0.5852>. The lowlight conditions require careful attention to these objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Zoom blur. B. JPEG compression. C. Dark. D. H256 ABR compression",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Considering the lowlight condition, 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 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": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, what is the moving status of object <c1,CAM_FRONT,0.2984,0.5991>? 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 in lowlight conditions, making it appear to turn left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Under lowlight conditions, is <c1,CAM_FRONT,0.2984,0.5991> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, what actions could the ego vehicle take based on <c1,CAM_FRONT,0.2984,0.5991>? 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": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In lowlight conditions, what actions taken by the ego vehicle can lead to a collision with <c2,CAM_BACK_LEFT,0.3016,0.7287>?",
    "answer": "Sharp left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, creating a challenging environment for perception. A gray sedan is moving ahead in front of the ego vehicle, located at coordinates <c1,CAM_FRONT,0.2984,0.5991>. To the back left, a stationary gray-green sedan is positioned at <c2,CAM_BACK_LEFT,0.3016,0.7287>. A man wearing khaki pants is moving to the front right at <c3,CAM_FRONT_RIGHT,0.0000,0.7278>. Behind the ego vehicle, a light gray sedan is stationary at <c4,CAM_BACK,0.4797,0.7297>. A red light is visible in front at <c5,CAM_FRONT,0.6315,0.4329>, indicating a stop signal.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Sensor failure. B. Dark. C. Rain. D. Zoom blur",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, and the lowlight condition does not affect its movement.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a pedestrian, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, even under lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Moderate left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to perceive distant objects clearly. To the back of the ego vehicle, there is a stationary pedestrian in a gray shirt. In front, a silver sedan is moving ahead. Behind, there are two moving vehicles: a white sedan and a black sedan. To the front left, a white SUV is also moving. The lowlight conditions require careful attention to these objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Sensor failure. B. Saturate. C. Snow. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, 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 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, what is the moving status of object <c1,CAM_BACK_RIGHT,0.2062,0.6269>? 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 it is turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, 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 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, is <c1,CAM_BACK_RIGHT,0.2062,0.6269> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, what actions could the ego vehicle take based on <c1,CAM_BACK_RIGHT,0.2062,0.6269>? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A white SUV is moving to the back right of the ego vehicle, identified at coordinates <c1,CAM_BACK_RIGHT,0.2062,0.6269>. There is an unknown object stationary at the back of the ego vehicle, located at <c2,CAM_BACK,0.4224,0.5158>. Additionally, there is an object whose status is unable to confirm, moving at the back of the ego vehicle, positioned at <c3,CAM_BACK,0.3073,0.5842>. The overall scene is dark, with limited visibility of road and surroundings.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Sensor failure. C. Dark. D. Color quant",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive distant objects clearly. A gray sedan is moving ahead of the ego vehicle at coordinates <c1,CAM_FRONT,0.3428,0.6324>. A stationary white sedan is positioned at <c2,CAM_FRONT,0.0479,0.5620>. Behind the ego vehicle, another white sedan is moving at <c3,CAM_BACK,0.5339,0.6519>. To the front left, a man with a red hat is walking at <c4,CAM_FRONT_LEFT,0.8521,0.5908>. The traffic light ahead shows green at <c5,CAM_FRONT,0.9144,0.4198>, indicating it is safe to proceed.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Saturate. B. Rain. C. Dark. D. Bit error",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_FRONT,0.3398,0.6278> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a gray sedan car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive distant objects clearly. A gray sedan car is moving ahead in front of the ego vehicle, positioned at <c1,CAM_FRONT,0.3398,0.6278>. To the front left, a white sedan car is stationary at <c2,CAM_FRONT_LEFT,0.9563,0.5648>. Behind the ego vehicle, a white sedan is moving, located at <c3,CAM_BACK,0.5901,0.6539>. A worker wearing a yellow safety helmet is moving to the front left at <c4,CAM_FRONT_LEFT,0.7651,0.5963>. There are green traffic lights visible to the front right at <c5,CAM_FRONT_RIGHT,0.1835,0.4091> and directly in front at <c6,CAM_FRONT,0.7141,0.3758>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Snow. B. H256 ABR compression. C. Fog. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 sedan car moving to the left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerate and go straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. A white sedan car is moving ahead in front of the ego vehicle, positioned at coordinates <c1,CAM_FRONT,0.7636,0.6019>. Behind the ego vehicle, there is a stationary white sedan 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 in front of the ego vehicle at <c6,CAM_FRONT,0.6088,0.2931>, indicating a stop signal.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Snow. B. Sensor failure. C. Dark. D. Fog",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c1,CAM_FRONT,0.4573,0.5769> in lowlight conditions? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.",
    "answer": "A, Explanation: The object is orange and moving, indicating a turn left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is orange and moving, not resembling a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, 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.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the front of the ego vehicle, there is an orange object moving, located at coordinates <c1,CAM_FRONT,0.4573,0.5769>. Behind the vehicle, a blue object is moving at <c2,CAM_BACK,0.5792,0.5944>. A stationary purple object is also in front at <c3,CAM_FRONT,0.3636,0.5713>. On the front left, a stationary pink object is positioned at <c4,CAM_FRONT_LEFT,0.9029,0.4947>. Finally, a moving brown object is located at the back at <c5,CAM_BACK,0.8566,0.4954>. The overall scene is dark, with limited visibility of surrounding elements.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Sensor failure. C. Zoom blur. D. Color quant",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 lowlight conditions make these objects less visible.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: the object is a white truck, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerate and go straight. The lowlight conditions may make it harder to see the white truck clearly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking. Lowlight conditions require careful speed management.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. Ahead, there is a white truck positioned at coordinates <c1,CAM_FRONT,0.4651,0.5120>. Behind the ego vehicle, an orange truck and a red truck are moving, located at <c2,CAM_BACK,0.5958,0.5306> and <c3,CAM_BACK,0.5261,0.5333> respectively. A stationary white SUV is also behind at <c4,CAM_BACK,0.4948,0.5436>. To the front right, a black sedan is stationary at <c5,CAM_FRONT_RIGHT,0.1729,0.6352>. The lowlight conditions obscure details and require heightened attention.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Color quant. B. Saturate. C. Dark. D. Fog",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A black sedan is moving to the back of the ego vehicle at coordinates <c1,CAM_BACK,0.1626,0.7806>. A man in a green shirt is moving to the front left at <c2,CAM_FRONT_LEFT,0.6646,0.5009>. Another black SUV is moving to the back at <c3,CAM_BACK,0.5766,0.6564>, and a black sedan is moving to the front at <c4,CAM_FRONT,0.5729,0.5917>. The lowlight conditions require careful monitoring of these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. H256 ABR compression. C. Zoom blur. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a gray sedan, which is a vehicle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to see distant objects clearly. To the back right of the ego vehicle, there is a stationary gray sedan (<c1,CAM_BACK_RIGHT,0.3547,0.7130>). Directly behind the ego vehicle, a green bus is moving and turning left (<c2,CAM_BACK,0.1886,0.6361>). In front of the ego vehicle, a left turn landmark line is visible (<c3,CAM_FRONT,0.5000,0.9194>). The overall scene is dark, with limited visibility due to the lowlight conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. JPEG compression. C. Bit error. D. Motion blur",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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, and despite the lowlight conditions, it is turning left.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 approaching the next location in lowlight conditions? 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 approaching the next 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.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a white small car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions?",
    "answer": "Slight right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the front of the ego vehicle, there is a stationary white small car at coordinates <c1,CAM_FRONT,0.6739,0.5750>. A red small car is moving to the front right at coordinates <c2,CAM_FRONT_RIGHT,0.0261,0.5981>, turning left. A red light is visible at the front at coordinates <c3,CAM_FRONT,0.5239,0.3076>, indicating the need to stop. The surrounding buildings and street elements are barely visible due to the lowlight conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. H256 ABR compression. B. Dark. C. Saturate. D. Bit error",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive distant objects clearly. A black SUV is stationary at the back of the ego vehicle, positioned at coordinates (0.5839, 0.7259). In front of the ego vehicle, a white sedan is moving, located at (0.4651, 0.5658), while a gray sedan remains stationary at (0.0875, 0.7620). Additionally, a black sedan car is moving at (0.6292, 0.5556). A traffic light is visible at (0.4743, 0.3944), providing crucial traffic control information.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Motion blur. C. H256 ABR compression. D. Rain",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: the object is a blue and white truck, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Sharp right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the front of the ego vehicle, there is a stationary blue and white truck positioned at coordinates <c1,CAM_FRONT,0.5113,0.5570>. Behind the ego vehicle, a black sedan is moving at coordinates <c2,CAM_BACK,0.1958,0.5824>, and a blue sedan is also moving at coordinates <c3,CAM_BACK,0.5583,0.5926>. To the front right, there is a black traffic light at coordinates <c4,CAM_FRONT_RIGHT,0.5034,0.5279>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Fog. B. Color quant. C. Dark. D. Motion blur",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Under lowlight conditions, 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 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, is <c1,CAM_BACK,0.4286,0.5528> a traffic sign or a road barrier?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive distant objects. A white truck is moving to the right behind the ego vehicle at coordinates <c1,CAM_BACK,0.4286,0.5528>. Another white truck is stationary to the front right at <c2,CAM_FRONT_RIGHT,0.5984,0.4926>. A pedestrian wearing gray clothes is moving to the back right at <c3,CAM_BACK_RIGHT,0.7542,0.6436>. A stationary white truck is also behind the vehicle at <c4,CAM_BACK,0.2729,0.5574>. A black sedan car is moving ahead at <c5,CAM_FRONT,0.2068,0.5898>, and a green light is visible at <c6,CAM_FRONT,0.6416,0.2276>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. JPEG compression. C. Saturate. D. Color quant",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 car moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Slight right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, with streetlights providing limited visibility. A black car is moving ahead of the ego vehicle, positioned at coordinates <c1,CAM_FRONT,0.9948,0.7186>. To the front, there is an unclear object at <c2,CAM_FRONT,0.4641,0.5797>. Behind the ego vehicle, a white sedan is moving, located at <c3,CAM_BACK,0.6094,0.5694>. To the front left, a white business vehicle is also in motion, positioned at <c4,CAM_FRONT_LEFT,0.7396,0.5694>. The lowlight conditions make it challenging to discern finer details of the scene.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Saturate. B. Sensor failure. C. Fog. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, and the lowlight condition does not affect its status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white sedan, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is set in lowlight conditions, making visibility challenging. A white sedan is moving ahead of the ego vehicle at coordinates <c1,CAM_FRONT,0.5271,0.5620>. A black car is also in front at <c2,CAM_FRONT,0.4313,0.6380>. Behind the ego vehicle, a white sedan car is moving at <c3,CAM_BACK,0.7120,0.5870>. Additionally, a traffic light is visible at <c4,CAM_FRONT,0.2077,0.3447>. The lowlight environment requires careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Motion blur. B. Bright. C. Dark. D. Rain",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, and despite the lowlight, it is turning right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a blue sedan, not a traffic sign or road barrier, even in lowlight.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 orange bicycle at the right camera. It is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice the blue sedan at the back camera. It is turning left, so the ego vehicle should continue ahead at the same speed. Thirdly, notice the pedestrian on the roadside at the front camera. It is turning right, so the ego vehicle should continue ahead at the same speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to discern details. To the back of the ego vehicle, there is a blue sedan moving, identified at coordinates <c1,CAM_BACK,0.8917,0.5787>. In front, a pedestrian is walking on the roadside, located at <c2,CAM_FRONT,0.1386,0.5481>. To the front right, an orange bicycle remains stationary at <c3,CAM_FRONT_RIGHT,0.1594,0.6574>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Motion blur. B. Bright. C. Saturate. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 in the direction of turning right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: the object is a black small car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking, change to the left lane, brake gently to a stop.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to see distant objects clearly. A black small car is moving ahead, located at coordinates <c1,CAM_FRONT,0.3812,0.5528>. A pedestrian wearing black clothes is moving to the front right, positioned at <c2,CAM_FRONT_RIGHT,0.5308,0.5722>. Two white lines are visible on the road, located at <c3,CAM_FRONT,0.3783,0.6051> and <c4,CAM_FRONT,0.2835,0.6070>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. H256 ABR compression. B. Snow. C. Dark. D. Color quant",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A white sedan is moving to the front right of the ego vehicle, positioned at coordinates <c1,CAM_FRONT_RIGHT,0.7531,0.5889>. Directly in front, a black SUV is moving ahead, located at <c2,CAM_FRONT,0.2036,0.5953>. Behind the ego vehicle, a black sedan is also moving, positioned at <c3,CAM_BACK,0.7120,0.6287>. Streetlights and other vehicles' headlights provide minimal illumination, adding to the complexity of the scene.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Saturate. B. Bright. C. H256 ABR compression. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, and it is moving by turning right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed and turn right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to discern details. A white SUV is moving to the back of the ego vehicle, positioned at coordinates <c1,CAM_BACK,0.5583,0.5463>. A stationary bicycle is located in front of the ego vehicle at <c2,CAM_FRONT,0.3786,0.6222>. The road ahead appears relatively empty, as noted at <c3,CAM_FRONT,0.5937,0.6243>. The lowlight conditions require careful attention to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Sensor failure. C. Bit error. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight conditions do not change its direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white van, not a traffic sign or road barrier, and lowlight conditions do not alter its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, even under lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. A white van is moving to the front right of the ego vehicle at coordinates <c1,CAM_FRONT,0.9859,0.7139>. A white SUV is stationary to the front left at <c2,CAM_FRONT,0.1886,0.5803>. Behind the ego vehicle, a black car is moving at <c3,CAM_BACK,0.5339,0.5861>, while a white bus is stationary at <c4,CAM_BACK,0.4161,0.5370>. Additionally, a white truck is stationary to the back left at <c5,CAM_BACK_LEFT,0.8808,0.4547>. The lowlight conditions require careful navigation to ensure safety.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Rain. C. Color quant. D. Bit error",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 gray sedan moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the back of the ego vehicle, there is a black sedan, stationary, located at coordinates <c1,CAM_BACK,0.8859,0.5944>. Another vehicle, a gray sedan, is moving to the right, positioned at <c2,CAM_BACK,0.4610,0.5841>. To the front left, a yellow construction vehicle is stationary at <c3,CAM_FRONT_LEFT,0.4016,0.5194>. The environment includes urban infrastructure with buildings and trees barely visible due to lowlight.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Zoom blur. B. Saturate. C. Dark. D. Sensor failure",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive objects clearly. A black car is stationary at the back of the ego vehicle, positioned at coordinates <c1,CAM_BACK,0.4745,0.6686>. A gray sedan is also stationary at the back, located at <c2,CAM_BACK,0.7167,0.6374>. To the back left, a white sedan is stationary at <c3,CAM_BACK_LEFT,0.5437,0.7009>. In front of the ego vehicle, a black sedan is moving to the right at <c4,CAM_FRONT,0.5016,0.5972>, and a red traffic light is visible at <c5,CAM_FRONT,0.5612,0.3639>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Rain. C. Fog. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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 pedestrians 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": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_BACK,0.4078,0.6083> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a silver pickup truck, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, accelerate, and proceed with caution due to low visibility.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Brake suddenly, as it may cause the following vehicle to collide due to low visibility.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, creating challenging visibility conditions. A silver pickup truck is moving behind the ego vehicle, located at coordinates <c1,CAM_BACK,0.4078,0.6083>. A black SUV is stationary to the front left at <c2,CAM_FRONT_LEFT,0.5547,0.7917>. Pedestrians in blue and white checkered clothes are moving to the front right at <c3,CAM_FRONT_RIGHT,0.5094,0.6111>. A red light is visible at the back of the vehicle at <c4,CAM_BACK,0.6889,0.3447>. The overall environment requires careful navigation due to the lowlight conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Snow. B. Bit error. C. Dark. D. Bright",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c1,CAM_BACK,0.3783,0.5889> under lowlight conditions? 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, and it is turning right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_BACK,0.3783,0.5889> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a silver truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions could the ego vehicle take based on <c1,CAM_BACK,0.3783,0.5889> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.3783,0.5889> under lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive objects clearly. A silver truck is moving at the back of the ego vehicle, located at coordinates <c1,CAM_BACK,0.3783,0.5889>. In front of the ego vehicle, a black sedan is stationary at coordinates <c2,CAM_FRONT,0.3901,0.6991>. To the front right, a woman wearing blue jeans is moving, positioned at <c3,CAM_FRONT_RIGHT,0.4562,0.7824>. The overall visibility is reduced, requiring careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Dark. C. Bright. D. Rain",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c2,CAM_FRONT,0.8583,0.4000> in lowlight conditions? 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 to the right, and lowlight conditions do not affect this status.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_BACK,0.5042,0.7528> a traffic sign or a road barrier in lowlight conditions?",
    "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier, and lowlight conditions do not change this identification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In this lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions taken by the ego vehicle in lowlight conditions can lead to a collision with <c1,CAM_BACK,0.5042,0.7528>?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the back of the ego vehicle, there is a stationary white sedan car. In front, a white truck is moving, and to the back left, a black sedan car is also moving. On the front right, a white motorhome is in motion. These objects are positioned at coordinates <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. The lowlight conditions require careful observation and decision-making to ensure safety.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Motion blur. B. Dark. C. Rain. D. H256 ABR compression",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 that is moving, and under lowlight conditions, it is still turning right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a black business car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions? 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, even in lowlight conditions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. To the front right, there is a stationary black business car. Directly in front, a white and blue SUV is also stationary. Behind the ego vehicle, a white SUV is moving. To the back left, a white truck remains stationary. On the front left, a white business vehicle is stationary. A red traffic light is visible ahead. These objects are positioned at coordinates <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": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Dark. C. Bright. D. Color quant",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 lowlight condition does not affect its movement direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, and lowlight does not change its category.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, creating a challenging visibility scenario. To the front right, there is a black sedan moving, identified as <c1,CAM_FRONT_RIGHT,0.2552,0.6500>. Behind the ego vehicle, there is a black car and a black sedan car, identified as <c2,CAM_BACK,0.5604,0.5694> and <c3,CAM_BACK,0.4719,0.5703> respectively. Ahead, a green light is visible, identified as <c4,CAM_FRONT,0.6852,0.4432>. The lowlight condition requires careful navigation and heightened attention to these objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bit error. B. Dark. C. Fog. D. Motion blur",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a gray business vehicle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Turn right, brake gently to stop.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive distant objects clearly. A gray business vehicle is moving behind the ego vehicle, while a white truck is positioned to the front right. A stationary gray short-sleeved pedestrian is also to the front right. A moving pedestrian wearing brown pants is directly in front of the ego vehicle. Additionally, a stationary black car and a black sedan are located to the front right and front of the ego vehicle, respectively. The lowlight conditions require careful navigation and heightened attention to avoid potential hazards.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Snow. C. Zoom blur. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a red car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No action taken by the ego vehicle will lead to a collision with <c1,CAM_BACK_RIGHT,0.8854,0.5806>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. Key objects include a red car moving to the back right of the ego vehicle at coordinates <c1,CAM_BACK_RIGHT,0.8854,0.5806>, a person on a black motorcycle to the back left at <c2,CAM_BACK_LEFT,0.1021,0.6861>, a white truck also to the back left at <c3,CAM_BACK_LEFT,0.7464,0.5047>, and a white sedan to the front right at <c4,CAM_FRONT_RIGHT,0.2667,0.5547>. The road is marked with 'SLOW' signs, and the surrounding area includes buildings and trees, which are difficult to discern due to the lowlight.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. B. Zoom blur. C. Bit error. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, and the lowlight condition does not affect its movement direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. Lowlight conditions may make these objects harder to detect.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a pedestrian, specifically a man with a backpack, and lowlight conditions do not change its classification.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed and change to the right lane. Lowlight conditions require careful monitoring of surroundings.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, even under lowlight conditions. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to see distant objects clearly. Key objects include a stationary white sedan in front of the ego vehicle, a moving white pickup truck behind, a stationary pedestrian with a backpack to the front right, and a cyclist moving to the front left. The lowlight conditions require enhanced attention to these objects' positions and movements.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Snow. B. H256 ABR compression. C. Dark. D. Motion blur",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions, making it challenging to perceive its exact movement.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed, decelerate gradually without braking, considering the reduced visibility.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Brake suddenly, as the reduced visibility can make it difficult to judge distances accurately.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to see clearly. A black car is moving behind the ego vehicle, positioned at coordinates <c1,CAM_BACK,0.3239,0.5889>. A blue pickup truck is stationary to the back left at <c2,CAM_BACK_LEFT,0.4942,0.6787>. In front, a red car is stationary at <c3,CAM_FRONT,0.0370,0.7203>, and a white sedan is stationary to the front left at <c4,CAM_FRONT_LEFT,0.4255,0.7314>. The lowlight conditions require careful navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Zoom blur. C. Color quant. D. Sensor failure",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 and it is turning right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Brake suddenly.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Turn right, decelerate gradually without braking.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive distant objects clearly. A white SUV is positioned at the back of the ego vehicle, identified as moving and turning right. A man wearing white clothes is located to the back right, moving forward. Another man, wearing black clothes, is stationary and positioned to the back left. The lowlight conditions require careful attention to these objects to ensure safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Bit error. B. Motion blur. C. Zoom blur. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What is the moving status of object <c1,CAM_BACK,0.4239,0.5861> under lowlight conditions? 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What are the important objects in the current scene under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_BACK,0.4239,0.5861> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a blue SUV, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "In this lowlight scenario, 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": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "What actions taken by the ego vehicle can lead to a collision with <c1,CAM_BACK,0.4239,0.5861> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the back of the ego vehicle, there is a moving blue SUV at coordinates <c1,CAM_BACK,0.4239,0.5861>. A stationary white van is located to the front left at <c2,CAM_FRONT_LEFT,0.2411,0.3547>. Directly in front, a pedestrian wearing a white shirt is moving at <c3,CAM_FRONT,0.3886,0.5686>. Additionally, a black sedan is moving at the back at <c4,CAM_BACK,0.2807,0.6139>. The lowlight conditions obscure some details, but these objects are crucial for navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. JPEG compression. B. Bright. C. Dark. D. Saturate",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions, making it challenging to discern its direction.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a yellow and white bus, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Back up.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, 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": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it difficult to see distant objects clearly. A yellow and white bus is positioned behind the ego vehicle, identified as <c1,CAM_BACK,0.4974,0.5361>. To the front left, a pedestrian is walking, marked as <c2,CAM_FRONT_LEFT,0.1516,0.6009>. A black sedan is also behind the ego vehicle, labeled <c3,CAM_BACK,0.6683,0.5731>. Another pedestrian is walking behind the vehicle, identified as <c4,CAM_BACK,0.1964,0.5778>. A black car is to the back left, marked as <c5,CAM_BACK_LEFT,0.5495,0.7453>, and a silver sedan is behind the vehicle, labeled <c6,CAM_BACK,0.8824,0.6116>. The lowlight conditions create challenges in perceiving these objects accurately.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. H256 ABR compression. C. Fog. D. Bright",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: the object is a white sedan car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions?",
    "answer": "Accelerating and going straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive objects clearly. A white sedan car is moving to the front of the ego vehicle, positioned at coordinates <c1,CAM_FRONT,0.4797,0.5703>. To the front right, a blue sedan is moving at <c2,CAM_FRONT_RIGHT,0.2625,0.6000>, and another white sedan is at <c3,CAM_FRONT_RIGHT,0.4922,0.5880>. A white van is also moving to the front of the ego vehicle at <c4,CAM_FRONT,0.0083,0.5278>. A red traffic light is visible at <c5,CAM_FRONT,0.4441,0.3788>, indicating the need for the ego vehicle to stop.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Saturate. C. Zoom blur. D. Bit error",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: the object is a white sedan car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight scenario, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "No such action will lead to a collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive objects clearly. To the front right of the ego vehicle, there is a white sedan car moving, identified at coordinates <c1,CAM_FRONT_RIGHT,0.0172,0.6203>. Behind the ego vehicle to the right, a black sedan is moving at <c2,CAM_BACK_RIGHT,0.5005,0.7630>. Directly behind, a black car is stationary at <c3,CAM_BACK,0.5526,0.7037>. In front of the ego vehicle, a truck is stationary at <c4,CAM_FRONT,0.2484,0.5444>, and a red light is visible at <c5,CAM_FRONT,0.5467,0.3571>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Color quant. B. Dark. C. Motion blur. D. Bit error",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 are the important objects in the current scene considering the lowlight conditions? Those objects will be considered for the future reasoning and driving decision.",
    "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": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 it is turning right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under lowlight conditions? 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 silver van at front camera, which is stationary, so the ego vehicle should move forward at a constant speed. Second, notice green construction vehicle at front camera, which is also stationary, so the ego vehicle should continue moving forward at a constant speed. Lastly, notice white sedan at front camera, which is in a right turn state, so the ego vehicle should remain stationary move forward at a constant speed.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a green construction vehicle, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions could the ego vehicle take based on <c1,CAM_FRONT,0.2179,0.5042> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is set in an urban environment under lowlight conditions, making visibility challenging. To the front of the ego vehicle, there is a green construction vehicle positioned at coordinates <c1,CAM_FRONT,0.2179,0.5042>. A silver van is also visible in front, located at <c2,CAM_FRONT,0.3786,0.5408>. Additionally, a white sedan is moving and turning right at <c3,CAM_FRONT,0.4755,0.5231>. The road is lined with barriers, and the surrounding buildings are dimly lit, adding to the complexity of the driving conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Color quant. B. Dark. C. Fog. D. JPEG compression",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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 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": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions, which may affect visibility.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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, even under lowlight conditions. The probability is high.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Decelerate gradually without braking; brake gently to a stop.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to see distant objects clearly. A white truck is moving behind the ego vehicle, positioned at coordinates <c1,CAM_BACK,0.5344,0.5009>. A stationary white sedan is located to the front left at <c2,CAM_FRONT_LEFT,0.6552,0.5703>. Another stationary brown car is behind the ego vehicle at <c3,CAM_BACK,0.9366,0.5776>, and a white sedan is stationary to the back left at <c4,CAM_BACK_LEFT,0.6458,0.6056>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. B. H256 ABR compression. C. Motion blur. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to see distant objects clearly. Key objects include a stationary black car located at the back right, a white sedan at the front right, and a black sedan at the front left. A moving black sedan is positioned at the back, while a white and yellow commercial vehicle is stationary at the front right. Another white sedan is stationary at the front left. These vehicles are positioned around the ego vehicle, which must navigate carefully in the lowlight.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Sensor failure. C. H256 ABR compression. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a pedestrian, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerate and go straight can lead to a collision with <c1,CAM_FRONT,0.4245,0.6148>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making it challenging to perceive objects clearly. To the front of the ego vehicle, there are two pedestrians wearing black pants, identified at coordinates <c1,CAM_FRONT,0.4245,0.6148> and <c4,CAM_FRONT,0.4677,0.6370>. A gray sedan is stationary in front of the vehicle at <c3,CAM_FRONT,0.2505,0.6842>. On the front right, a black sedan is parked at <c2,CAM_FRONT_RIGHT,0.2583,0.8028>. To the front left, a red and white cone bucket is visible at <c5,CAM_FRONT_LEFT,0.8161,0.8519>. Behind the vehicle, a black car is stationary at <c6,CAM_BACK,0.7978,0.7722>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Motion blur. C. Color quant. D. Fog",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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 turning right, which remains consistent even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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>. The lowlight conditions make these objects harder to see, but they remain crucial for decision-making.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a person wearing black clothes riding a red motorcycle, not a traffic sign or road barrier, even in lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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. The lowlight conditions require extra caution in identifying these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Turn left and continue at the same speed. The lowlight conditions necessitate careful monitoring of surroundings while executing these actions.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerating and going straight. The lowlight conditions make it more challenging to detect the stationary motorcycle, increasing the risk of collision.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to discern details. A person wearing black clothes is riding a red motorcycle at the front of the ego vehicle, positioned at <c1,CAM_FRONT,0.3719,0.5908>. A blue sedan is turning right in front of the ego vehicle at <c2,CAM_FRONT,0.7552,0.5981>. Behind the ego vehicle, a red car is moving forward at <c3,CAM_BACK,0.5344,0.6064>. The lowlight conditions obscure the surroundings, requiring heightened attention to these key objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. H256 ABR compression. C. Zoom blur. D. Fog",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c1,CAM_FRONT,0.1906,0.6139> under lowlight conditions? 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, and its status remains unchanged despite lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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>. Despite lowlight conditions, these objects remain important.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under lowlight conditions? 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 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. Lowlight conditions do not change the order of noticing these objects.",
    "tag": [
      3
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Brake gently to a stop, slightly offset to the right. Lowlight conditions require careful braking to ensure safety.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Slight left turn. Lowlight conditions increase the risk of collision with a slight left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, creating a challenging visual scenario. A silver sedan is moving ahead in front of the ego vehicle at coordinates <c1,CAM_FRONT,0.1906,0.6139>. Another silver sedan is moving to the front right at <c2,CAM_FRONT_RIGHT,0.0255,0.6083>. Behind the ego vehicle, a blue sedan remains stationary at <c3,CAM_BACK,0.5286,0.7176>. The lowlight conditions obscure some details, but the key objects are still identifiable.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Saturate. B. Snow. C. Dark. D. Bit error",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 it is moving.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a person riding a motorcycle.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Moderate left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive objects clearly. To the front of the ego vehicle, there is a person riding a motorcycle, positioned at coordinates <c1,CAM_FRONT,0.0938,0.6481>. Behind the ego vehicle, a gray minivan is moving, located at <c2,CAM_BACK,0.4567,0.6186>. On the front left, a black SUV is stationary at <c3,CAM_FRONT_LEFT,0.5833,0.7564>. Additionally, a white motorhome is stationary in front of the ego vehicle at <c4,CAM_FRONT,0.3094,0.5556>. The lowlight conditions make it crucial for the ego vehicle to rely on its sensors for accurate perception and decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Dark. B. Saturate. C. H256 ABR compression. D. Rain",
    "answer": "A. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 moving to the right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Accelerating and going straight can lead to a collision with <c1,CAM_FRONT,0.2432,0.4972>.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Keep going at the same speed and turn right.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making visibility challenging. A white truck is moving ahead of the ego vehicle, located at coordinates <c1,CAM_FRONT,0.2432,0.4972>. Behind the ego vehicle, a person wearing yellow clothes is moving, identified at <c2,CAM_BACK,0.8771,0.6000>. Additionally, a gray SUV is also moving behind the ego vehicle at <c3,CAM_BACK,0.5734,0.6278>. To the front right, another person in yellow clothes is moving at <c4,CAM_FRONT_RIGHT,0.3901,0.6241>. The lowlight conditions require careful attention to these objects for safe navigation.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Fog. B. Dark. C. H256 ABR compression. D. Saturate",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is set in lowlight conditions, making visibility challenging. A white truck is moving ahead of the ego vehicle, positioned at coordinates <c1,CAM_FRONT,0.5125,0.5111>. A pedestrian in black short sleeves is also moving in front of the vehicle at <c2,CAM_FRONT,0.6771,0.6297>. To the front left, a pedestrian wearing a white shirt is visible at <c3,CAM_FRONT_LEFT,0.8594,0.6213>. Behind the ego vehicle, a stationary sedan is located at <c4,CAM_BACK,0.7224,0.5380>. The dim lighting requires careful navigation and attention to these key objects.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Snow. B. Bright. C. Dark. D. Color quant",
    "answer": "C. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? Those objects will be considered for future reasoning and driving decisions.",
    "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 another 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>.",
    "tag": [
      2
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 in lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even under lowlight conditions.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> in lowlight conditions?",
    "answer": "Slight right turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to perceive objects clearly. A black car is moving to the front right of the ego vehicle at coordinates (0.5466, 0.7209). A gray sedan is directly in front of the ego vehicle at coordinates (0.4207, 0.6254). An orange car is positioned behind the ego vehicle at coordinates (0.4863, 0.6850). Two cyclists are moving to the front left of the ego vehicle, one at coordinates (0.1151, 0.5426) and the other at (0.7604, 0.5469). The lowlight conditions make it crucial for the ego vehicle to rely on sensors for accurate detection and decision-making.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Rain. B. Fog. C. Snow. D. Dark",
    "answer": "D. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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 it is turning right.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions?",
    "answer": "No, Explanation: The object is a silver truck, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions?",
    "answer": "Slight left turn.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The environment is dimly lit, making visibility challenging. To the front of the ego vehicle, there is a stationary silver truck positioned at coordinates <c1,CAM_FRONT,0.2594,0.5574>. Behind the ego vehicle, a silver sedan is moving and turning right at coordinates <c2,CAM_BACK,0.4636,0.6241>. Additionally, a pedestrian wearing a helmet is stationary to the front left of the ego vehicle at coordinates <c3,CAM_FRONT_LEFT,0.3614,0.6314>. The road is lined with trees, and the overall scene is dark due to lowlight conditions.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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. Saturate. B. Dark. C. Rain. D. Zoom blur",
    "answer": "B. Dark",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 is the moving status of object <c1,CAM_FRONT,0.8917,0.6259> under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions? 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": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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": "Is <c1,CAM_FRONT,0.8917,0.6259> a traffic sign or a road barrier under lowlight conditions?",
    "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.",
    "tag": [
      0
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 actions taken by the ego vehicle can lead to a collision with <c2,CAM_FRONT,0.5047,0.5519> under lowlight conditions?",
    "answer": "Accelerate and go straight.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 under lowlight conditions, what are safe actions to take for the ego vehicle?",
    "answer": "Brake suddenly, brake gently to a stop.",
    "tag": [
      1
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/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 lowlight conditions. Include both general description and key objects and their positions.",
    "answer": "The scene is dimly lit, making it challenging to see distant objects clearly. A black car is moving to the right in front of the ego vehicle at coordinates <c1,CAM_FRONT,0.8917,0.6259>. A stationary white sedan is also in front at <c2,CAM_FRONT,0.5047,0.5519>. Behind the ego vehicle, a gray sedan is stationary at <c3,CAM_BACK,0.5086,0.6950>. To the front right, a grey SUV is stationary at <c4,CAM_FRONT_RIGHT,0.4505,0.6547>, and a white commercial vehicle is also stationary at <c5,CAM_FRONT_RIGHT,0.6284,0.6532>. A red light is visible in front at <c6,CAM_FRONT,0.5366,0.3534>.",
    "tag": [
      4
    ],
    "image_path": {
      "CAM_FRONT": "./LowLight/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg",
      "CAM_FRONT_LEFT": "./LowLight/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg",
      "CAM_FRONT_RIGHT": "./LowLight/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg",
      "CAM_BACK": "./LowLight/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg",
      "CAM_BACK_LEFT": "./LowLight/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg",
      "CAM_BACK_RIGHT": "./LowLight/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573823878113.jpg"
    }
  }
]