[ { "scene_token": "da41ecbc644b4915b84bb732e35ebf8c", "frame_token": "7e4c3282bc2a4402b5d1d6705f9eb844", "question_type": "robust_qas", "question": "What is the current type of corruption?: A. Saturate. B. Dark. C. Fog. D. Color quant", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Under the saturated 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 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 the saturation does not affect its movement status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Under saturated 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 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": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier, and the saturation does not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535658934028113.jpg" } }, { "scene_token": "da41ecbc644b4915b84bb732e35ebf8c", "frame_token": "7e4c3282bc2a4402b5d1d6705f9eb844", "question_type": "robust_qas", "question": "In this scenario with saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment appears visually distorted due to saturation, with colors appearing more intense and potentially obscuring finer details. The scene includes a gray sedan moving behind the ego vehicle, positioned at coordinates . In front of the ego vehicle, there is another gray sedan, stationary, located at , and a black SUV, also stationary, at . The road is straight, and the sky is vividly colored, which may affect visibility.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535658934012637.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535658934004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535658934020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535658934037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535658934047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Motion blur. C. Color quant. D. Sensor failure", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions do not affect its trajectory.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and . The saturated conditions do not obscure these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black pickup truck, and the saturated conditions do not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the color perception of the scene. Key objects include a black pickup truck located at the back of the ego vehicle, a white truck moving to the front right, a stationary yellow truck directly in front, and a black SUV moving at the back. Despite the saturation, these objects are identifiable by their positions: , , , and . The road and surrounding buildings appear with exaggerated colors, but the layout remains clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915624362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915624354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915624369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915624387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915624397295.jpg", "CAM_BACK_RIGHT": "./Saturate/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. JPEG compression. B. Saturate. C. Bright. D. Color quant", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect? 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturation effect? 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 moving ahead, unaffected by the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier considering the saturation effect?", "answer": "No, Explanation: The object is a black small sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect? 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": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290858178113.jpg" } }, { "scene_token": "08be42eb2186411d8e2201225329f1c6", "frame_token": "818a1bd7b7394194a85163c8d95958a9", "question_type": "robust_qas", "question": "In this scenario with saturation, what are safe actions to take for the ego vehicle?", "answer": "Turn left, decelerate gradually without braking.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect? 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": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of colors and details. A black small sedan is moving behind the ego vehicle at coordinates . A stationary black SUV is positioned to the back left at . To the front left, a black small car is stationary at . The saturation makes it challenging to distinguish finer details, but the general layout of the scene remains discernible.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290858162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290858154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290858170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290858187559.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290858197405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290858178113.jpg" } }, { "scene_token": "08be42eb2186411d8e2201225329f1c6", "frame_token": "cc0114d0a58a49548f5bac6786851a08", "question_type": "robust_qas", "question": "What is the current type of corruption?: A. Bit error. B. Saturate. C. Fog. D. Dark", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, and it is moving.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of objects and colors. To the back of the ego vehicle, there is a moving black car (). In front, a stationary black sedan () is visible. On the front left, a silver white pickup truck () and another black sedan () are parked. To the front right, a black SUV () is stationary, along with another black sedan (). The saturation makes it challenging to distinguish these vehicles from the background.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290861262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290861254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290861270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290861287773.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290861297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. B. Saturate. C. JPEG compression. D. Bit error", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297248778113.jpg" } }, { "scene_token": "d033fb0d79ea42b9a356fa5162172598", "frame_token": "36b3908ee5e64c4883a5a4b8980f5238", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturated 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 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions do not affect its movement status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier in the saturated environment?", "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturated 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, even in saturated conditions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297248778113.jpg" } }, { "scene_token": "d033fb0d79ea42b9a356fa5162172598", "frame_token": "36b3908ee5e64c4883a5a4b8980f5238", "question_type": "robust_qas", "question": "In this scenario with saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Keep going at the same speed and turn left, considering the visibility challenges due to saturation.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects. The black SUV is moving behind the ego vehicle at coordinates . A stationary white car is in front at . A yellow bus is stationary at the back at , and a black car is stationary to the front right at . The saturation makes it challenging to distinguish between colors and details, but the positions and statuses of these vehicles are crucial for navigation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297248762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297248754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297248770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297248787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297248797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Fog. B. Saturate. C. Sensor failure. D. Dark", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and despite the saturated conditions, it is still moving ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a brown Jeep, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Moderate left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of objects. To the front left, there is a brown Jeep moving forward at coordinates . Directly ahead, a white van is stationary at coordinates . To the front right, a black sedan is also stationary at coordinates . The saturation makes it challenging to distinguish between objects and background, but the key vehicles are still identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915264912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915264904917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915264919956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915264937570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915264947478.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Color quant. B. Zoom blur. C. Saturate. D. H256 ABR compression", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 are the important objects in the current scene under saturation 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 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 saturation does not affect its movement status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729415428113.jpg" } }, { "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e", "frame_token": "378b6469011f452daf80371beb17c5aa", "question_type": "robust_qas", "question": "Is a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, and the saturation does not change its category.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729415428113.jpg" } }, { "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e", "frame_token": "378b6469011f452daf80371beb17c5aa", "question_type": "robust_qas", "question": "In this scenario under saturation conditions, what are safe actions to take for the ego vehicle?", "answer": "Accelerate and proceed.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729415428113.jpg" } }, { "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e", "frame_token": "378b6469011f452daf80371beb17c5aa", "question_type": "robust_qas", "question": "What actions could the ego vehicle take based on under saturation 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, making colors appear more intense and potentially obscuring finer details. In the front view, a white truck is moving ahead at coordinates . Behind the ego vehicle, a white bus is also moving at . To the front, a white pickup truck is visible at . Stationary vehicles include a golden car at and a black sedan at . A 'No right turn' sign is positioned at . The saturation affects visibility but the positions and statuses of these objects remain clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729415412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729415404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729415420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729415437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729415447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. JPEG compression. C. Zoom blur. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 the saturation does not affect its direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, and saturation does not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729398378117.jpg" } }, { "scene_token": "c6da5920d2bc459bb3bc51ee6b9fdd7e", "frame_token": "344756cb198944cea21f886bd859136b", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, causing colors to appear more intense and potentially obscuring finer details. A black SUV is moving to the front right of the ego vehicle at coordinates . A black car is also moving to the front right at . Directly ahead, a white truck is visible at , and a black sedan is at . Behind, a white bus is moving at . A green light is visible at , indicating that the ego vehicle can proceed.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729398362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729398354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729398370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729398387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729398397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. JPEG compression. B. Dark. C. Saturate. D. Color quant", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerating and going straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more intense and potentially obscuring some details. The road is straight with a black car moving ahead in the center of the frame. To the front left, a silver sedan is stationary, and to the back left, a blue car is also stationary. Buildings line the street, and the sky is vivid with clouds.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202205612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202205604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202205620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202205637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202205647426.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Snow. B. Saturate. C. Zoom blur. D. H256 ABR compression", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, unaffected by the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a stationary red car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153707428136.jpg" } }, { "scene_token": "78c5f7d7b547483c906d8524a8c3190f", "frame_token": "4c4e1e94e1364ef5a3c390d97be19ee1", "question_type": "robust_qas", "question": "In this scenario with saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment appears with heightened colors due to saturation, making it challenging to discern details. A red car is stationary to the front right of the ego vehicle at coordinates . A black sedan is moving to the back left at and another black sedan is moving directly behind at . The pedestrian crossing line is visible in front of the ego vehicle at . Despite the visual distortion, the road and surrounding buildings are still discernible.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153707412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153707404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153707420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153707437573.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153707447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Dark. B. Sensor failure. C. Zoom blur. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 straight ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a yellow sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting visibility and color perception. A yellow sedan is moving behind the ego vehicle at coordinates . A person on a motorcycle is to the back right at . A yellow bus is moving to the front right at . A yellow roadblock is positioned directly in front at . The saturation makes it challenging to distinguish between objects and the background.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986128412462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986128404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986128420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986128437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986128447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Snow. B. Saturate. C. Zoom blur. D. Bright", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 the saturation does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, and saturation does not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of colors and details. To the back of the ego vehicle, there is a moving black sedan at coordinates . In front, there is a stationary black sedan at and a pedestrian wearing black shorts moving at . The saturation makes it challenging to distinguish between different objects and their surroundings.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986133862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986133854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986133870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986133887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986133897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Dark. B. Saturate. C. Color quant. D. Motion blur", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a pedestrian, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Slight left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193424927893.jpg" } }, { "scene_token": "126aa95f38b649fa857d48672c8ad808", "frame_token": "71374b6b989e4000bfe6f5d70052c378", "question_type": "robust_qas", "question": "In this scenario under saturation 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, making it challenging to discern details. A pedestrian is moving on the front left side of the ego vehicle, located at coordinates . A silver sedan is moving directly in front of the ego vehicle at . Another sedan is moving behind the ego vehicle at . Additionally, a pedestrian is moving in front of the ego vehicle at . The saturation affects the visibility of these objects, requiring careful attention.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193424912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193424904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193424920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193424937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193424947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Dark. C. JPEG compression. D. Bit error", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation? 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.", "answer": "B, Explanation: The object is a silver white pickup truck moving ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation?", "answer": "No, Explanation: The object is a silver white pickup truck, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_BACK_RIGHT__1535490007278113.jpg" } }, { "scene_token": "1c76efe7d0b048bc815c0445eeaa76ab", "frame_token": "5292f0009e4644acb946f0a9eaae4e37", "question_type": "robust_qas", "question": "In this scenario under saturation, 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": "./Saturate/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is saturated, causing colors to appear more intense and potentially obscuring details. To the back of the ego vehicle, there is a silver white pickup truck moving, and a black commercial vehicle also 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 may affect the visibility of traffic signals and pedestrians.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490007262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490007254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490007270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490007287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490007297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Dark. C. Saturate. D. Bit error", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 ahead, unaffected by the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for future reasoning and driving decisions.", "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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerate and go straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is urban with high saturation affecting visibility. A black SUV is stationary in front of the ego vehicle at coordinates . A white SUV is moving behind the ego vehicle at . A pedestrian is stationary in front at . A silver sedan is parked to the back right at , and a silver SUV is stationary to the front right at . The saturation makes colors appear more intense, but the positions and statuses of objects remain clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-57-39-0400__CAM_FRONT__1535490017762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_LEFT__1535490017754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-57-39-0400__CAM_FRONT_RIGHT__1535490017770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-57-39-0400__CAM_BACK__1535490017787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-57-39-0400__CAM_BACK_LEFT__1535490017797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Saturate. C. Rain. D. JPEG compression", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white sedan, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Slight right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of colors and details. To the front, there is a white sedan moving ahead, positioned at coordinates . A white traffic sign is also visible, stationary at . Additionally, a white SUV is moving ahead at . The saturation makes it challenging to distinguish between objects and their surroundings, but the key objects remain identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114270162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114270154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114270170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114270187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114270197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Bit error. C. H256 ABR compression. D. Fog", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Considering the saturation effect, 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 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 despite the saturation effect, it is identified as moving ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Under saturation conditions, is a traffic sign or a road barrier?", "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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Considering the saturation effect, what are safe actions to take for the ego vehicle in this scenario?", "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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Under saturation conditions, what actions could the ego vehicle take based on ? 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more vivid and potentially obscuring finer 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 to the left, a silver sedan remains stationary. Directly in front, a white SUV is parked, while a white truck moves behind to the right. The saturation effect may challenge the perception of distances and object recognition.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728831362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728831354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728831370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728831387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728831397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Dark. B. Saturate. C. Rain. D. Bit error", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 the saturation does not affect its status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "Yes, Explanation: The object is a white obstacle, likely a road barrier, and saturation does not change its identification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is affected by saturation, making colors appear more intense and potentially obscuring finer details. Key objects include a white obstacle at the front right, a silver sedan moving behind, a black car moving ahead, a cone-shaped barrier behind, and a walking person to the front left. These objects are positioned at coordinates , , , , and respectively. The road is lined with trees and construction barriers, adding complexity to navigation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931882162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931882154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931882170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931882187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931882197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Saturate. C. JPEG compression. D. Dark", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, and it is moving, likely turning right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "Yes, Explanation: The object is a red and white traffic cone, which acts as a road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_BACK_RIGHT__1537931866927893.jpg" } }, { "scene_token": "209e9e9c3a2e4a399c44b6aa8be659d6", "frame_token": "348064aa35124ca080e3d52057f13005", "question_type": "robust_qas", "question": "In this scenario under saturation conditions, 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": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more intense and potentially obscuring finer details. In the front view, there are red and white traffic cones positioned at coordinates and . A worker wearing a yellow helmet is also visible in the front at . To the back, a gray sedan is moving, located at . The environment includes trees and a building, with the road lined by traffic cones, indicating a construction or maintenance area.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537931866912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537931866904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537931866920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537931866937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537931866947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. JPEG compression. C. Saturate. D. Sensor failure", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, unaffected by saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of colors and details. A white truck is moving to the front left of the ego vehicle at coordinates . Another white truck is moving to the front right at . A silver sedan is positioned at the back of the ego vehicle at . The road appears wet, and the sky is overcast, contributing to the challenging driving conditions.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299228362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299228354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299228370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299228387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299228397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Rain. C. Snow. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions do not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and . The saturated conditions do not obscure these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier, and the saturated conditions do not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 saturated conditions do not affect the order of noticing these objects.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 saturated conditions do not change these actions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Back up. The saturated conditions do not change the risk of collision from backing up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is saturated, causing colors to appear more intense and potentially obscuring finer details. The scene includes a white sedan car moving behind the ego vehicle at coordinates , a stationary gray sedan also behind the ego vehicle at , and a stationary gray-black sedan in front of the ego vehicle at . The road is surrounded by lush greenery, and the saturation makes the foliage appear more vibrant. Despite the visual distortion, the key objects remain identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662766512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662766504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662766520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662766537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662766547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Dark. C. Zoom blur. D. Color quant", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and saturation does not affect its movement direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for the future reasoning and driving decision.", "answer": "There is a gray SUV to the front left of the ego vehicle, a white truck to the front of the ego vehicle, pedestrians crossing the road to the front of the ego vehicle, a white motorhome to the back of the ego vehicle, and a white SUV to the front right of the ego vehicle. The IDs of these objects are , , , , and . Saturation may affect visibility but not the presence of these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a gray SUV, and saturation does not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Sharp left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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. Saturation does not affect the safety assessment.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is affected by saturation, causing colors to appear more intense and potentially obscuring some details. A gray SUV is stationary to the front left of the ego vehicle at coordinates . A white truck is stationary directly in front of the ego vehicle at . Pedestrians are moving across the road in front of the ego vehicle at . A white motorhome is stationary behind the ego vehicle at . A white SUV is stationary to the front right of the ego vehicle at . Despite the saturation, these objects remain identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293226262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293226254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293226270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293226287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293226297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Zoom blur. B. Color quant. C. Saturate. D. Motion blur", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg" } }, { "scene_token": "9ac6dff089a84a6d8f066122443a10db", "frame_token": "7f32be25afaa443b835caa40b5e19b80", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturation effect? Those objects will be considered for the future reasoning and driving decision.", "answer": "There is a blue bus to the back of the ego vehicle, a black SUV to the front left of the ego vehicle, a pedestrian wearing a black shirt to the front of the ego vehicle, a red and white signboard to the back left of the ego vehicle, a red and blue sign to the back right of the ego vehicle, and a wide-angle lens to the front right of the ego vehicle. The IDs of these objects are , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturation effect? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.", "answer": "A, Explanation: The object is a blue bus moving ahead, and the saturation effect does not alter its trajectory.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier considering the saturation effect?", "answer": "No, Explanation: The object is a blue bus, not a traffic sign or road barrier, and the saturation effect does not change its identification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985204277893.jpg" } }, { "scene_token": "9ac6dff089a84a6d8f066122443a10db", "frame_token": "7f32be25afaa443b835caa40b5e19b80", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect? 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more vivid and potentially obscuring finer details. A blue bus is moving behind the ego vehicle, positioned at coordinates . To the front left, a black SUV is moving, located at . A pedestrian wearing a black shirt is walking in front of the ego vehicle at . A red and white signboard is visible to the back left at , and a red and blue sign is to the back right at . Additionally, a wide-angle lens is positioned to the front right at .", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985204262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985204254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985204270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985204287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985204297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Fog. B. Motion blur. C. H256 ABR compression. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its trajectory.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a moving black car, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg" } }, { "scene_token": "261e8288cf5647e396ab584e210e4ba1", "frame_token": "c491f4208578427196426474746a16f1", "question_type": "robust_qas", "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under saturated 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 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985735177893.jpg" } }, { "scene_token": "261e8288cf5647e396ab584e210e4ba1", "frame_token": "c491f4208578427196426474746a16f1", "question_type": "robust_qas", "question": "In this scenario under saturated 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the color perception of the scene. The road is visible with a white straight left arrow at the front, indicating the direction. A black car is moving to the back right of the ego vehicle, and a person wearing a white shirt is stationary at the front. The saturation makes it challenging to distinguish finer details, but the main objects remain identifiable. The coordinates of these key objects are , , and .", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985735162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985735154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985735170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985735187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985735197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. JPEG compression. C. Zoom blur. D. Snow", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 saturation does not affect its status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, and the saturation does not change its category.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985729177893.jpg" } }, { "scene_token": "261e8288cf5647e396ab584e210e4ba1", "frame_token": "f98e70b9cf584ea9b8c2ef01b57b1afa", "question_type": "robust_qas", "question": "In this scenario under saturation 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 right, slightly offset to the left, change to the right lane, or back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is affected by saturation, causing colors to appear more intense and potentially obscuring details. A black car is moving to the front right of the ego vehicle, positioned at coordinates . Another black car is directly in front of the ego vehicle at . Pedestrians are present on the roadside at , and road traffic signs are visible at . Despite the saturation, the scene remains navigable with caution.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985729162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985729154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985729170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985729187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985729197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Fog. B. Saturate. C. Sensor failure. D. Bright", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions do not affect its trajectory.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 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 , , , and . The saturated conditions make the colors more vivid but do not obscure the objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, and the saturated conditions do not change its identification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "No such action will lead to a collision. The saturated conditions do not affect the relative positions of the vehicles.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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. The saturated conditions do not alter the safe actions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is affected by saturated conditions, making colors appear more vivid and intense. The scene includes a white truck moving ahead to the front left of the ego vehicle (), a black sedan moving behind the ego vehicle (), a stationary black sedan to the front right (), and a stationary black SUV directly in front (). Despite the saturation, the visibility of these objects remains clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299514862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299514854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299514870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299514887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299514897414.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Motion blur. B. Sensor failure. C. Saturate. D. Snow", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for future reasoning and driving decisions.", "answer": "There is a silver sedan to the front right of the ego vehicle, a black sedan car to the back of the ego vehicle, a black sedan to the front right of the ego vehicle, and a white truck to the front of the ego vehicle. The IDs of these objects are , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its movement direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier, despite the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "No action taken by the ego vehicle will lead to a collision with .", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845355677893.jpg" } }, { "scene_token": "a2e8f126913b4f72909e06d881dc5a8b", "frame_token": "317027e758554b18ab8e98a9a0cd3a7a", "question_type": "robust_qas", "question": "In this scenario under saturated 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": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting color perception. To the front right, there is a silver sedan moving ahead (). Behind the ego vehicle, a black sedan car is also moving (). Another black sedan is positioned to the front right (), and a white truck is directly in front of the ego vehicle (). Despite the saturation, these objects are identifiable by their positions and movement.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845355662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845355654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845355670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845355687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845355697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Zoom blur. B. Saturate. C. Motion blur. D. Color quant", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg" } }, { "scene_token": "ab8bf18dfce14db4b8213b88f5dc1429", "frame_token": "e2143daf5b154add8ded09798da8d34e", "question_type": "robust_qas", "question": "What is the moving status of object under saturated 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 saturated conditions do not affect its status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg" } }, { "scene_token": "ab8bf18dfce14db4b8213b88f5dc1429", "frame_token": "e2143daf5b154add8ded09798da8d34e", "question_type": "robust_qas", "question": "What are the important objects in the current scene under saturated 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 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 , , , , and . The saturated conditions make these objects appear more vivid but do not change their importance.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg" } }, { "scene_token": "ab8bf18dfce14db4b8213b88f5dc1429", "frame_token": "e2143daf5b154add8ded09798da8d34e", "question_type": "robust_qas", "question": "Is a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white SUV, and the saturated conditions do not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg" } }, { "scene_token": "ab8bf18dfce14db4b8213b88f5dc1429", "frame_token": "e2143daf5b154add8ded09798da8d34e", "question_type": "robust_qas", "question": "What actions taken by the ego vehicle can lead to a collision with under saturated conditions?", "answer": "Moderate left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728953928113.jpg" } }, { "scene_token": "ab8bf18dfce14db4b8213b88f5dc1429", "frame_token": "e2143daf5b154add8ded09798da8d34e", "question_type": "robust_qas", "question": "What actions could the ego vehicle take based on under saturated 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, high. The saturated conditions do not affect the decision-making process.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is highly saturated, making colors appear more intense and vivid. The road is straight with a white SUV positioned at the front of the ego vehicle (coordinates: ). A white truck is moving behind the ego vehicle (coordinates: ). A right turn arrow is visible on the road ahead (coordinates: ), and a black traffic light is positioned at the front (coordinates: ). Additionally, a white pillar is located to the front right (coordinates: ). Despite the saturation, the scene remains navigable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728953912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728953904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728953920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728953937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728953947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Fog. B. Saturate. C. Snow. D. H256 ABR compression", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation? Those objects will be considered for the future reasoning and driving decision.", "answer": "There is a white truck to the front of the ego vehicle, a black sedan to the front of the ego vehicle, a black van to the back of the ego vehicle, and a red SUV to the front left of the ego vehicle. The IDs of these objects are , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation? 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, and it is moving ahead despite the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation?", "answer": "Accelerating and going straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_BACK_RIGHT__1532621923628113.jpg" } }, { "scene_token": "210add02013a4dfa84b7c5e23058781f", "frame_token": "74f9577414b745b0b0dcf3b241f2f0a7", "question_type": "robust_qas", "question": "In this scenario under saturation, 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": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of colors and details. A white truck is stationary in front of the ego vehicle at coordinates . A black sedan is moving ahead at . Behind the ego vehicle, a black van is moving at . To the front left, a red SUV is moving at . The saturation makes it challenging to distinguish between objects and their surroundings.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621923612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621923604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621923620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621923637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621923647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. Zoom blur. C. Bright. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg" } }, { "scene_token": "643ee37539844cb2b0453fd031a3afdd", "frame_token": "12a0559497ae4592b3e061a591f7c35e", "question_type": "robust_qas", "question": "What are the important objects in the current scene under saturated 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 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 that is moving ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg" } }, { "scene_token": "643ee37539844cb2b0453fd031a3afdd", "frame_token": "12a0559497ae4592b3e061a591f7c35e", "question_type": "robust_qas", "question": "Is a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659488528113.jpg" } }, { "scene_token": "643ee37539844cb2b0453fd031a3afdd", "frame_token": "12a0559497ae4592b3e061a591f7c35e", "question_type": "robust_qas", "question": "In this scenario with saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "No action taken by the ego vehicle will lead to a collision with .", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of objects and colors. To the front of the ego vehicle, there is a stationary black sedan and a white truck. Behind the ego vehicle, a moving black sedan is visible. On the back right, a gray SUV is parked, while on the back left, a gray sedan is stationary. The saturation makes it challenging to distinguish finer details, but the general layout of the street and vehicles is discernible.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659488512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659488504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659488520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659488537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659488547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. C. Bit error. D. Snow", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 to the back left of the ego vehicle, and a go straight and turn left to the front right of the ego vehicle. The IDs of these objects are , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 it is moving ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a pedestrian riding a motorcycle, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "No such action will lead to a collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is saturated with vibrant colors, making it challenging to distinguish between objects. To the back left of the ego vehicle, there is a pedestrian riding a motorcycle at coordinates . A black sedan is stationary at the back of the vehicle at . A 'no entry' sign is visible to the back left at , and a 'go straight and turn left' sign is at the front right at . The saturation makes it difficult to perceive these elements clearly.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115026012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115026004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115026020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115026037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115026047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Motion blur. B. Bit error. C. Saturate. D. Color quant", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its trajectory.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a stationary black car, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Moderate left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the color perception of the environment. A black car is stationary at the front left of the ego vehicle, identified by coordinates . Another black car is moving behind the ego vehicle, located at . A black SUV is also moving at the front left, positioned at . Despite the saturation, the road and surrounding buildings are visible, with trees lining the street.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478858112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478858104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478858120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478858137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478858147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Snow. B. Motion blur. C. Saturate. D. Bright", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 the saturated conditions do not alter this status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a pedestrian, not a traffic sign or road barrier, and saturation does not change its category.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Slight right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884275627893.jpg" } }, { "scene_token": "bc219c0fa63b43b4b9dddab47fce1fef", "frame_token": "c434770831e9478d8ae23aa713c0b84b", "question_type": "robust_qas", "question": "In this scenario under saturated conditions, 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": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, making colors appear more vivid and potentially obscuring finer details. The scene features a street lined with trees and buildings. Key objects include a pedestrian wearing a white shirt at coordinates , a stationary white truck at , another pedestrian wearing a white shirt at , and a person wearing a skirt at . Despite the saturation, these objects remain identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884275612462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884275604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884275620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884275637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884275647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. Saturate. C. Motion blur. D. Rain", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 despite the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation? 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a brown SUV, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Moderate right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation, what are safe actions to take for the ego vehicle?", "answer": "Keep going at the same speed.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility. To the front right, there is a brown SUV moving forward. Directly ahead, a pedestrian in a checkered shirt is moving. To the front left, there are pedestrians in blue shirts. A stationary man in a gray shirt is also visible ahead. Additionally, a grey van is moving in front of the ego vehicle. These objects are positioned at coordinates , , , , and .", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884264762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884264754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884264770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884264787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884264797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. B. Bright. C. Color quant. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, and saturation does not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more vivid and potentially obscuring finer details. To the back of the ego vehicle, there is a black car moving ahead, identified as . In front, a green container is stationary, marked as . To the front right, a black sedan is stationary, identified as . The saturation affects the overall visibility but does not change the positions or statuses of these objects.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621757662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621757654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621757670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621757687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621757697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. Fog. C. Saturate. D. Snow", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 sedan moving ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Accelerating and going straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making it challenging to distinguish objects clearly. A silver sedan is stationary in front of the ego vehicle at coordinates . An unclear object is also in front at . A black sedan is moving ahead at . A street lamp is positioned at . The saturation affects visibility, making it difficult to perceive finer details.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800469862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800469854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800469870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800469887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800469897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. Rain. C. Saturate. D. H256 ABR compression", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg" } }, { "scene_token": "4ed628299b1e45a3a73704e8cf8287a9", "frame_token": "c16bf051f78942748a4c96e93a3c6b6d", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturation effect? 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturation effect? 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 despite the saturation effect.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier considering the saturation effect?", "answer": "No, Explanation: the object is a black SUV, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_BACK_RIGHT__1542798960427893.jpg" } }, { "scene_token": "4ed628299b1e45a3a73704e8cf8287a9", "frame_token": "c16bf051f78942748a4c96e93a3c6b6d", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "No such action will lead to a collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making it challenging to distinguish details. A black SUV is stationary to the back left, positioned at coordinates (0.2068, 0.6028). A white SUV is stationary to the front left at (0.1901, 0.6269), and another white SUV is stationary to the back at (0.2380, 0.6694). A white sedan is stationary to the back right at (0.4933, 0.7528), while a silver sedan is moving ahead at the front, located at (0.6511, 0.5917). The saturation effect causes bright lights and colors to appear exaggerated, affecting visibility.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542798960412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542798960404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542798960420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542798960437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542798960447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Dark. B. Fog. C. Color quant. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728814928113.jpg" } }, { "scene_token": "2d8e61ea27fd419ba9b708488e3f2f10", "frame_token": "140567e78a864aab948471c822edd0d5", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 in blue pants, moving ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier in the saturated environment?", "answer": "No, Explanation: The object is a brown SUV, stationary.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 in saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of colors and details. To the front left, there is a stationary brown SUV (). A pedestrian in blue pants is moving to the front right (). Directly ahead, there is a stationary pedestrian in black pants (), and a white commercial vehicle is moving in the same direction (). The environment includes trees and buildings, with the saturation making it challenging to distinguish finer details.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728814912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728814904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728814920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728814937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728814947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Dark. B. Fog. C. JPEG compression. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and . The saturation may affect the visibility but not the identification of these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, and saturation does not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Brake gently to a stop; keep going at the same speed. Saturation may affect visibility, so caution is advised.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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. Saturation does not affect the movement of the SUV.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the color perception of the scene. A white SUV is moving behind the ego vehicle, located at coordinates . A pedestrian wearing a black top is moving to the front left, at . Two stationary white trucks are positioned in front of the ego vehicle at and . The saturation may obscure some details, but the positions and statuses of these objects remain identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662735912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662735904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662735920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662735937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662735947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Motion blur. C. Snow. D. H256 ABR compression", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg" } }, { "scene_token": "4098aaf3c7074e7d87285e2fc95369e0", "frame_token": "83472f9810a842ec9e0ade97077f7eea", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturation effect? 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its motion status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a red car, not a traffic sign or road barrier, and the saturation does not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_BACK_RIGHT__1533279688177905.jpg" } }, { "scene_token": "4098aaf3c7074e7d87285e2fc95369e0", "frame_token": "83472f9810a842ec9e0ade97077f7eea", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is affected by saturation, making colors appear more intense and potentially obscuring finer details. To the front left, there is a stationary red car (). Directly ahead, a white sedan is moving forward (). Behind to the left, a yellow sedan is parked (), and a black SUV is stationary at the back (). The road is lined with trees and buildings, adding to the complexity of the scene.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533279688164387.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533279688154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533279688170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533279688187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533279688197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. B. Saturate. C. Dark. D. Bit error", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 the saturated conditions do not alter its trajectory.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , and . The saturated conditions may affect visibility but not the presence of these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white van, not a traffic sign or road barrier, and the saturated conditions do not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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. Saturated conditions require maintaining a safe distance.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerate and go straight. Saturated conditions may reduce visibility, increasing the risk of collision if the vehicle accelerates.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is affected by saturated colors, making it challenging to distinguish between objects and the background. Key objects include a white van moving ahead at coordinates , a pedestrian wearing black shorts to the front left at , a white sedan car to the back right at , another white sedan directly behind at , and a sitting person to the front at . The saturated conditions may obscure finer details, requiring careful navigation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-02-10-56-37+0800__CAM_FRONT__1538449267412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_LEFT__1538449267404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-02-10-56-37+0800__CAM_FRONT_RIGHT__1538449267420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-02-10-56-37+0800__CAM_BACK__1538449267437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-02-10-56-37+0800__CAM_BACK_LEFT__1538449267447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. B. Fog. C. Saturate. D. Snow", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 car moving ahead, and the saturated conditions do not affect its movement direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , , and . The saturated conditions may affect visibility but not the presence of these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white sedan, not a traffic sign or road barrier, and the saturated conditions do not change its category.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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. Saturated conditions may reduce visibility, increasing the need for caution.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867347878113.jpg" } }, { "scene_token": "35ecd252b8ee4cbc83376148e192a803", "frame_token": "bc854f31737440f9bbdc53291dae1ff4", "question_type": "robust_qas", "question": "In this scenario under saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Keep going at the same speed, brake gently to a stop. Saturated conditions may require more cautious driving to ensure safety.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is urban with several buildings and trees lining the streets. The saturation effect makes colors appear more vivid, which may obscure finer details. Key objects include a stationary white sedan to the front left (), a stationary white truck to the front right (), a moving white sedan car to the back (), a stationary black sedan to the front (), a cone bucket to the front (), and another stationary white sedan to the front right (). The saturated conditions may affect the perception of these objects.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867347862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867347854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867347870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867347887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867347897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Motion blur. B. Bright. C. Saturate. D. Sensor failure", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg" } }, { "scene_token": "35ecd252b8ee4cbc83376148e192a803", "frame_token": "c7ce8d0c255b48a9af8be3d77a3fc644", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturated 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 that is moving, and it is turning right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white commercial vehicle, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867341528113.jpg" } }, { "scene_token": "35ecd252b8ee4cbc83376148e192a803", "frame_token": "c7ce8d0c255b48a9af8be3d77a3fc644", "question_type": "robust_qas", "question": "In this scenario with saturated conditions, 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": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment appears vibrant and overly colorful due to saturation, which may obscure some details. The scene includes a white commercial vehicle in front of the ego vehicle, positioned at coordinates . Behind the ego vehicle is a black sedan at and a white pickup truck at . To the back left is a silver sedan at . In front, slightly to the left, is a black SUV at and a white sedan at . The saturated colors may affect the visibility of these objects.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867341512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867341504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867341520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867341537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867341547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. B. Zoom blur. C. Saturate. D. Motion blur", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 wearing a white shirt, moving ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated 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": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Sharp left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making it challenging to discern details. To the front left, there is a pedestrian wearing a white shirt, identified at coordinates . Directly in front, a silver sedan is moving, located at . Behind the ego vehicle, a stationary yellow bus is positioned at . The overall visibility is reduced, requiring careful attention to these key objects.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194161662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194161654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194161670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194161687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194161697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. B. Saturate. C. Motion blur. D. Dark", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 despite the saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black Jeep, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537289778028113.jpg" } }, { "scene_token": "2c96ff6afc9e4cf7bc8b107fce955c1f", "frame_token": "c61f77e2820743f696047eec21d7807a", "question_type": "robust_qas", "question": "In this scenario with saturated 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting visibility. 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. The saturation makes it challenging to distinguish these objects clearly, but their positions are noted as , , , and .", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289778012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289778004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289778020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289778037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289778047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. B. Zoom blur. C. Color quant. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its movement status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for future reasoning and driving decisions.", "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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, and saturation does not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 scenario under saturated 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": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is visually impacted by saturation, causing colors to appear more intense and potentially obscuring finer details. The road is wet, indicating recent rain, and is lined with buildings on both sides. Key objects include a black car moving behind the ego vehicle at coordinates , a stationary white business in front at , a silver gray sedan to the front right at , and a black SUV to the front left at . Despite the saturation, the positions and statuses of these objects remain clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289772512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289772504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289772520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289772537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289772547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Snow. B. Saturate. C. Color quant. D. Motion blur", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, and the saturation does not affect its movement direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a black small car, not a traffic sign or road barrier, and the saturation does not change its category.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, even under saturation conditions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Accelerate and go straight. The saturation does not change the potential for collision if these actions are taken.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, making it challenging to distinguish details. There are several vehicles in the scene: a black small car at coordinates , a white small car at , and another black small car at . An indistinguishable object is located at . The saturation affects visibility, but key objects are still identifiable by their positions.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194208162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194208154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194208170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194208187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194208197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. Sensor failure. C. Saturate. D. Fog", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 despite the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , , and . The saturation may affect visibility but these objects remain crucial.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "Yes, Explanation: The object is an orange and white traffic cone, which acts as a road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Slight left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_BACK_RIGHT__1533202615677893.jpg" } }, { "scene_token": "2f093cad7209436aa06e103bfe062857", "frame_token": "8d50d284e3a94262a2c27caf2a365fb8", "question_type": "robust_qas", "question": "In this scenario under saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Brake gently to a stop, brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the clarity of visual elements. In front of the ego vehicle, there is an orange and white traffic cone () and a white landmark line (). To the front left, a pedestrian with a yellow hat () is moving. Behind the ego vehicle, a silver sedan (), a brown sedan (), and a silver business car () are stationary. The saturation makes it challenging to discern details, but these objects are still identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-02-17-28-51+0800__CAM_FRONT__1533202615662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_LEFT__1533202615654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-02-17-28-51+0800__CAM_FRONT_RIGHT__1533202615670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-02-17-28-51+0800__CAM_BACK__1533202615687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-02-17-28-51+0800__CAM_BACK_LEFT__1533202615697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. JPEG compression. B. Sensor failure. C. Saturate. D. Bright", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions do not affect its direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for the future reasoning and driving decision.", "answer": "There is a silver sedan to the back of the ego vehicle, a pedestrian to the front left of the ego vehicle, and a straight, left turn, right turn to the front of the ego vehicle. The IDs of these objects are , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg" } }, { "scene_token": "8adaf76e6005413181924e6c83053a21", "frame_token": "674606c111a34332a95498a56858e1c3", "question_type": "robust_qas", "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under saturated 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 at left camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Secondly, notice that straight, left turn, right turn at front camera. The object is a traffic sign, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice that silver sedan at back camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier, and the saturated conditions do not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193360427893.jpg" } }, { "scene_token": "8adaf76e6005413181924e6c83053a21", "frame_token": "674606c111a34332a95498a56858e1c3", "question_type": "robust_qas", "question": "In this scenario under saturated 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment appears visually challenging due to saturation, with bright lights and colors affecting visibility. A silver sedan is moving behind the ego vehicle, located at coordinates . A pedestrian is moving to the front left of the ego vehicle, at coordinates . Traffic signs indicating straight, left turn, and right turn are visible in front of the ego vehicle at coordinates . The saturated conditions make it difficult to distinguish finer details, but the key objects remain identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193360412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193360404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193360420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193360437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193360447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Snow. B. Saturate. C. Color quant. D. H256 ABR compression", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 ahead despite the saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "Yes, Explanation: The object is a red traffic cone, which can be considered a road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Sharp right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility. Key objects include a red traffic cone at the front (coordinates ), a stationary white van to the front right (coordinates ), and a stationary white sedan also to the front right (coordinates ). A person wearing a white shirt is moving ahead at the front (coordinates ), and a red light is visible at the front (coordinates ). The saturation makes it challenging to distinguish these objects clearly.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-04-15+0800__CAM_FRONT__1533114333012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_LEFT__1533114333004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-04-15+0800__CAM_FRONT_RIGHT__1533114333020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-04-15+0800__CAM_BACK__1533114333037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-04-15+0800__CAM_BACK_LEFT__1533114333047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. B. H256 ABR compression. C. Saturate. D. Motion blur", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 and is moving ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a blue car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Change to the left lane.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more vivid and potentially obscuring finer details. The road is lined with trees and buildings on both sides. A blue car is stationary at the back of the ego vehicle, positioned at coordinates . A pedestrian wearing a white shirt is moving ahead on the front left side, located at . A brown sedan car is stationary on the front right side, positioned at . The saturation may affect the visibility of these objects.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886095662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886095654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886095670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886095687533.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886095697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Motion blur. B. Color quant. C. Bright. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 moving ahead, and the saturated conditions do not alter its movement direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a silver car, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Sharp right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility and color perception. The scene includes a silver car moving to the back right of the ego vehicle, a black SUV moving behind, a stationary silver sedan to the front right, and a stationary black car to the front left. A green traffic light is visible ahead. The saturation makes it challenging to distinguish between objects and their surroundings, but key objects are located at coordinates , , , , and .", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297160012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297160004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297160020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297160037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297160047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. B. H256 ABR compression. C. Saturate. D. Motion blur", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg" } }, { "scene_token": "0b8948ee96ac46faad405bf1ffc70bb1", "frame_token": "ec7523bf32734267bc88b41dac419cb0", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturation effect? 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturation condition? 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.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg" } }, { "scene_token": "0b8948ee96ac46faad405bf1ffc70bb1", "frame_token": "ec7523bf32734267bc88b41dac419cb0", "question_type": "robust_qas", "question": "Is a traffic sign or a road barrier considering the saturation effect?", "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg" } }, { "scene_token": "0b8948ee96ac46faad405bf1ffc70bb1", "frame_token": "ec7523bf32734267bc88b41dac419cb0", "question_type": "robust_qas", "question": "What actions taken by the ego vehicle can lead to a collision with under the saturation effect?", "answer": "Accelerating and going straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290785528113.jpg" } }, { "scene_token": "0b8948ee96ac46faad405bf1ffc70bb1", "frame_token": "ec7523bf32734267bc88b41dac419cb0", "question_type": "robust_qas", "question": "In this scenario with saturation, what are safe actions to take for the ego vehicle?", "answer": "Turn right, slightly offset to the right.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment appears visually altered due to saturation, with colors appearing more intense and potentially obscuring finer details. Key objects include a silver sedan positioned at the back right of the ego vehicle, a gray SUV at the front right, another gray SUV at the front left, and a white truck directly in front. These vehicles are positioned at coordinates , , , and respectively. The road is wet, indicating recent rain, and the sky is overcast, adding to the challenging driving conditions.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290785512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290785504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290785520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290785537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290785547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Motion blur. C. Bright. D. H256 ABR compression", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 the saturation does not affect its movement direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and . The saturation does not change the importance of these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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. The saturation does not affect the order of noticing these objects.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a stationary motorcycle, and the saturation does not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Slight left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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. The saturation does not affect this decision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the color perception of the scene. To the front left, there is a stationary motorcycle at coordinates . Pedestrians are crossing the road at coordinates . A black sedan is moving at the back of the vehicle at coordinates . The saturation makes the colors appear more vivid, but the positions and statuses of the objects remain clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621793612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621793604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621793620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621793637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621793647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Bright. C. JPEG compression. D. Zoom blur", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and . The saturation does not obscure these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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. Saturation does not change the order of noticing these objects.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black small car, and saturation does not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 with saturation, what are safe actions to take for the ego vehicle?", "answer": "Keep going at the same speed, decelerate gradually without braking. Saturation does not affect these actions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "No such action will lead to a collision. Saturation does not affect the safety of the actions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment appears with heightened colors due to saturation, making the scene vibrant but potentially obscuring finer details. Key objects include a black small car positioned at the front of the ego vehicle (), a gray car moving behind the ego vehicle (), and a yellow traffic sign ahead (). Despite the saturation, these objects remain identifiable and their positions are clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573085362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573085354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573085370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573085387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573085397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Color quant. B. Motion blur. C. Saturate. D. Zoom blur", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, unaffected by the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a black business car, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Moderate left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, with colors appearing more vivid and intense. To the front left, there is a stationary black business car (). Behind the ego vehicle, a silver-gray sedan is moving ahead (). A yellow sign is visible in front of the ego vehicle (). The road is clear, and the sky appears unnaturally bright due to the saturation effect.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573088912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573088904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573088920491.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573088937991.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573088947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Motion blur. C. Saturate. D. Rain", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153647428113.jpg" } }, { "scene_token": "fbf27198b3424e28ab1de2a12eb3dc4a", "frame_token": "f00c919a5e07495c927062d083fbdd2d", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturation effect? 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its movement status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153647428113.jpg" } }, { "scene_token": "fbf27198b3424e28ab1de2a12eb3dc4a", "frame_token": "f00c919a5e07495c927062d083fbdd2d", "question_type": "robust_qas", "question": "Is a traffic sign or a road barrier in the saturated image?", "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": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_BACK_RIGHT__1533153647428113.jpg" } }, { "scene_token": "fbf27198b3424e28ab1de2a12eb3dc4a", "frame_token": "f00c919a5e07495c927062d083fbdd2d", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturated view?", "answer": "Accelerating and going straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more intense and potentially obscuring finer details. To the front of the ego vehicle, there are two pedestrians: one wearing a white shirt and another wearing a red shirt. A white car is moving to the back left, and another white car is moving to the front right. A yellow traffic sign is visible to the back right. The saturation effect may make it challenging to distinguish between objects and their surroundings, but their positions remain identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153647412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153647404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153647420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153647437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153647447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Saturate. C. Snow. D. Rain", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, which is consistent with option A.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a pedestrian wearing black pants, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488201778113.jpg" } }, { "scene_token": "53d4c9a634df4fdfadf057d3a216e98f", "frame_token": "f4daf8fc833849bd8f1bf0b729621cd2", "question_type": "robust_qas", "question": "In this scenario under saturation conditions, 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": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "No such action will lead to a collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of objects and colors. To the back right, there is a pedestrian wearing black pants, identified as . Directly behind the ego vehicle, a silver SUV is stationary, marked as . A black sedan is moving to the front left, identified as . In front, a pedestrian wearing a white shirt is stationary, marked as , and a black car is moving, identified as . Finally, a pedestrian with an orange shirt is stationary to the front right, marked as .", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488201762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488201754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488201770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488201787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488201797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Rain. C. Dark. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293297778113.jpg" } }, { "scene_token": "d4c5db6faa9f443795ad86561e9e556e", "frame_token": "6e06cb03afab4d1eb30b3e0d8eb4d19e", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturation effect? 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturation effect? Please select the correct answer from the following options: A. Going ahead. B. Turn left. C. Turn right.", "answer": "A, Explanation: The object is a pedestrian moving ahead, and the saturation does not affect its movement status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier considering the saturation effect?", "answer": "No, Explanation: The object is a stationary dark green truck, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect? 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": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_BACK_RIGHT__1537293297778113.jpg" } }, { "scene_token": "d4c5db6faa9f443795ad86561e9e556e", "frame_token": "6e06cb03afab4d1eb30b3e0d8eb4d19e", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is affected by a saturation effect, which enhances colors and may obscure some details. To the back of the ego vehicle, there is a stationary dark green truck at coordinates . A pedestrian is moving to the back left at . In front of the ego vehicle, a stationary white truck is located at , and a stationary sanitation worker is positioned at . The scene includes wet roads and construction barriers, with buildings and signs appearing more vivid due to the saturation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537293297762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537293297754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537293297770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537293297787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537293297797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. C. Saturate. D. Motion blur", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, unaffected by the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for the future reasoning and driving decision.", "answer": "There is a blue and white car to the front of the ego vehicle, a blue truck to the back of the ego vehicle, a white commercial vehicle to the front right of the ego vehicle, a pedestrian holding a black umbrella to the front left of the ego vehicle, a traffic light with green light on to the front of the ego vehicle, and a traffic light with green light on to the front of the ego vehicle. The IDs of these objects are , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a blue and white car, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerating and going straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is brightly saturated, affecting the visibility of colors and details. A blue and white car is moving ahead in front of the ego vehicle (center x: 0.5792, center y: 0.6213). A blue truck is moving behind the ego vehicle (center x: 0.4125, center y: 0.5231). To the front right, a white commercial vehicle is moving (center x: 0.4349, center y: 0.7661). A pedestrian holding a black umbrella is moving to the front left (center x: 0.6239, center y: 0.5991). Two traffic lights with green lights are visible in front of the ego vehicle (center x: 0.6933, center y: 0.4310 and center x: 0.4500, center y: 0.4412).", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402419012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402419004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402419020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402419037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402419047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Color quant. B. Saturate. C. Zoom blur. D. Fog", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "No such action will lead to a collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects. The road is wet, reflecting the city lights, which adds to the visual complexity. Key objects include a white SUV moving ahead at coordinates , a black sedan moving behind at , and two white sedans moving ahead at and . A green light is visible at , indicating that the ego vehicle can proceed.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290165912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290165904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290165920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290165937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290165947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Zoom blur. B. JPEG compression. C. Saturate. D. Color quant", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Moderate left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more vivid and potentially obscuring finer details. To the front of the ego vehicle, there is a black car moving ahead, identified as . A white sedan is also moving in the same direction, identified as . On the roadside to the back left, a stationary pedestrian is present, identified as . Another white sedan is moving to the front, identified as . A walking person is moving to the back right, identified as . Finally, a white sedan car is moving to the back, identified as .", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729251612424.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729251604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729251620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729251637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729251647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Motion blur. B. Snow. C. Saturate. D. H256 ABR compression", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 despite the saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 person on the side of the road at 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 front camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed. Thirdly, notice orange car at right rear camera. The object is going ahead, so the ego vehicle should keep going ahead at the same speed.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a pedestrian, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Slight left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_BACK_RIGHT__1532663153177893.jpg" } }, { "scene_token": "928ee3a8c5a84497a6360fe70a4e921e", "frame_token": "789846622fac4176b66719351d445f35", "question_type": "robust_qas", "question": "In this scenario with saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Decelerate gradually without braking.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is brightly saturated, affecting visibility. To the front, there is a pedestrian on the side of the road at coordinates . Another group of people is walking on the roadside at . An orange car is moving to the back right of the ego vehicle at . The road is lined with trees and there are buildings visible in the background, all appearing more vivid due to the saturation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663153162460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663153154844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663153170339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663153187525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663153197423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. H256 ABR compression. C. Saturate. D. Zoom blur", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its trajectory.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Sharp left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, making colors appear more vivid and potentially obscuring finer details. A black car is moving ahead in front of the ego vehicle at coordinates . A person on a bicycle is also moving ahead, located at . Another pedestrian wearing a pink shirt and black pants is visible at . To the front right, a stationary white SUV is positioned at . Behind the ego vehicle, a moving black sedan is at , and another black sedan is moving at . The saturation affects the visibility of these objects, but their positions remain identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574095912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574095904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574095920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574095937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574095947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. H256 ABR compression. B. Rain. C. Saturate. D. Dark", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659555928113.jpg" } }, { "scene_token": "f7d01e23508040c2aec430e8da13fb76", "frame_token": "18a739fec6c3491ca23efc10d02cf9de", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturated visual 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 the saturation does not affect its movement direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturated environment? 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, even in saturated conditions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_BACK_RIGHT__1535659555928113.jpg" } }, { "scene_token": "f7d01e23508040c2aec430e8da13fb76", "frame_token": "18a739fec6c3491ca23efc10d02cf9de", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is visually saturated, making colors appear more intense and potentially obscuring finer details. The scene includes a white sedan car positioned at the front of the ego vehicle, a moving pedestrian also at the front, a gray commercial van moving behind the ego vehicle, a stationary blue SUV to the back left, and a bicycle at the front. These objects are positioned at coordinates , , , , and respectively.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659555912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659555904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659555920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659555937586.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659555947527.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Color quant. C. Dark. D. Rain", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated 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": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Moderate right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more intense and potentially obscuring finer details. The ego vehicle is surrounded by several key objects: an orange and white truck is stationary to the front right, positioned at coordinates . Directly in front, a white truck is also stationary at . Behind the ego vehicle, a blue sedan is moving, located at . Another blue sedan is stationary in front at . The saturation affects the visibility of these objects, requiring careful attention to their positions and statuses.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915328012465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915328004917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915328019956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915328037570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915328047295.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915328027813.jpg" } }, { "scene_token": "4b5bf3f4668d44fea9a676e9c4a8a79e", "frame_token": "bfcb6df9474f4ad98fcf64ff2d1e170c", "question_type": "robust_qas", "question": "What is the current type of corruption?: A. Color quant. B. Saturate. C. Sensor failure. D. Rain", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034004277893.jpg" } }, { "scene_token": "4b5bf3f4668d44fea9a676e9c4a8a79e", "frame_token": "bfcb6df9474f4ad98fcf64ff2d1e170c", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturation effect? 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturation condition? 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 the saturation does not affect its trajectory.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538034004277893.jpg" } }, { "scene_token": "4b5bf3f4668d44fea9a676e9c4a8a79e", "frame_token": "bfcb6df9474f4ad98fcf64ff2d1e170c", "question_type": "robust_qas", "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location considering the saturation effect? 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": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under the saturation condition?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, and the saturation does not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturation condition? 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": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is saturated, causing colors to appear more intense and potentially obscuring finer details. The road is lined with trees and vegetation, with a white truck moving behind the ego vehicle. Yellow traffic markings are visible on the road, and a white road sign is positioned ahead. Despite the saturation, the key objects remain identifiable, with the truck at coordinates , the traffic markings at , and the road sign at .", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034004262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034004254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034004270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034004287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034004297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Motion blur. B. Snow. C. Saturate. D. Fog", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for future reasoning and driving decisions.", "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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 approaching the next location under saturated 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 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.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a stationary white commercial vehicle, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Moderate right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is affected by saturation, causing colors to appear more intense and potentially obscuring finer details. To the front right, there is a stationary white commercial vehicle (). Directly ahead, a white truck () is moving forward. Behind, a yellow bike () remains stationary. The road is lined with trees and buildings, and visibility might be slightly compromised due to the saturation effect.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112780512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112780504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112780520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112780537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112780547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. B. Saturate. C. Sensor failure. D. Dark", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturated 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.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier in the saturated environment?", "answer": "No, Explanation: The object is a white commercial vehicle, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation, what are safe actions to take for the ego vehicle?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 in saturated 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": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility and color perception. A white commercial vehicle is moving to the right at coordinates . A dark gray van is stationary at the back at coordinates . A pedestrian wearing a light purple shirt is moving at the front left at coordinates . A dark blue SUV is stationary at the front left at coordinates . The saturation makes it challenging to distinguish these objects clearly.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112765762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112765754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112765770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112765787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112765797423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_BACK_RIGHT__1533112765777893.jpg" } }, { "scene_token": "240d15482599449a9bd0432fbfa688ab", "frame_token": "e154fa0b72ef4a428a17b76e5a8cba6c", "question_type": "robust_qas", "question": "What is the current type of corruption?: A. Saturate. B. Color quant. C. JPEG compression. D. Dark", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, moving ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985425277893.jpg" } }, { "scene_token": "240d15482599449a9bd0432fbfa688ab", "frame_token": "e154fa0b72ef4a428a17b76e5a8cba6c", "question_type": "robust_qas", "question": "In this scenario under saturated 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is saturated, making colors appear more intense and potentially obscuring details. To the front left, there is a pedestrian wearing white shorts, identified at coordinates . Directly in front, an orange bus is stationary at . Behind the vehicle, a blue sedan is moving at , while another blue sedan is stationary to the front right at . The road curves slightly, and the saturated colors may affect visibility.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985425262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985425254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985425270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985425287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985425297425.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. Color quant. C. Zoom blur. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193307527893.jpg" } }, { "scene_token": "09f67057dd8346388b28f79d9bb1cf04", "frame_token": "4ce5f2215acf45cdbed99d72e4c2dd3b", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturation effect? 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturation effect? 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, and despite the saturation, it is moving ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier considering the saturation effect?", "answer": "No, Explanation: The object is a pedestrian in red clothes, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193307527893.jpg" } }, { "scene_token": "09f67057dd8346388b28f79d9bb1cf04", "frame_token": "4ce5f2215acf45cdbed99d72e4c2dd3b", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect? 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting visibility. Key objects include a pedestrian in red clothes at the front (coordinates: 0.7364, 0.5908), a white sedan at the back (coordinates: 0.2099, 0.6139), another white sedan at the front (coordinates: 0.3333, 0.6444), a red car at the front (coordinates: 0.9448, 0.6120), and a white sedan car to the front left (coordinates: 0.4609, 0.6028). Despite the saturation, these objects are moving, and the scene is set in a dimly lit environment with streetlights and building lights visible.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193307512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193307504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193307520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193307537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193307547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. C. Saturate. D. Rain", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a stationary black car.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "No such action will lead to a collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is dark with saturated lighting, making visibility challenging. Key objects include a stationary black car to the front left (), a moving black SUV to the front right (), an unclear moving object to the back (), a moving white sedan to the front (), and a moving red car also to the front (). The road is dimly lit, with trees and buildings barely visible in the background.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193304012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193304004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193304020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193304037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193304047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Sensor failure. C. Saturate. D. Motion blur", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 saturation does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290797778113.jpg" } }, { "scene_token": "673ce9bdd9254fff82a524653a07b57f", "frame_token": "3b5bce4f52a14ecfb159d8b1bd2b542d", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the color perception of the environment. A white truck is moving ahead at coordinates . Behind the ego vehicle, a blue truck is moving at . To the back left, a blue car is moving at . A green light is visible in front at . Despite the saturation, the objects are identifiable, and their movements are clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290797762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290797754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290797770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290797787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290797797408.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Zoom blur. B. Bit error. C. Saturate. D. Rain", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Accelerating and going straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of objects and colors. A silver sedan is moving to the front left of the ego vehicle, positioned at coordinates . Directly in front, a black sedan is moving at coordinates , and a white sedan is also moving ahead at coordinates . The road appears wet, possibly due to recent rain, and the surrounding buildings are less distinct due to the saturation effect.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296940262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296940254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296940270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296940287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296940297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. B. Saturate. C. Fog. D. JPEG compression", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its trajectory.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a red car, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerating and going straight can lead to a collision with .", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of colors and details. A red car is moving ahead at coordinates . A blue and white commercial vehicle is also moving ahead at . A black pickup truck is positioned at , and a white truck is at . The traffic light shows green at . Despite the saturation, the vehicles and traffic light are identifiable, but the overall scene is visually challenging.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296500662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296500654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296500670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296500687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296500697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Dark. B. Zoom blur. C. Saturate. D. Motion blur", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its movement direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black sedan, and saturation does not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment appears highly saturated, with colors intensified, making it challenging to discern details. A black sedan is stationary to the front right, positioned at coordinates . Ahead, a motorcycle is stationary at . Behind, a silver sedan is moving at and a white sedan is also moving at . Another motorcycle is stationary at . The road and surroundings are difficult to interpret due to the color saturation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532662704412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532662704404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532662704420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532662704437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532662704447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Snow. C. Sensor failure. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions do not affect its status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , , and . The saturated conditions do not obscure these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, and the saturated conditions do not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Brake suddenly, brake gently to a stop. The saturated conditions require careful observation but do not change the recommended actions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535574004428113.jpg" } }, { "scene_token": "221a67d95acf448ba863917ec4d32ed0", "frame_token": "dcb54abc782548afa5be3e77bc3dbeb2", "question_type": "robust_qas", "question": "What actions taken by the ego vehicle can lead to a collision with under saturated conditions?", "answer": "No such action will lead to a collision. The saturated conditions do not affect the relative positions of the vehicles.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is brightly saturated, affecting the color perception of the scene. A black SUV is moving ahead at coordinates . Behind the ego vehicle, a stationary black car is located at . To the front left, a moving black car is at . A stationary black sedan is positioned at the back right at . Another moving black car is to the front right at . A red light is visible at . Despite the saturation, the positions and statuses of these objects remain clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535574004412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535574004404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535574004420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535574004437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535574004447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Motion blur. C. H256 ABR compression. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 saturation does not affect its movement status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a gray car, and saturation does not change its category.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "No such action will lead to a collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297503428113.jpg" } }, { "scene_token": "dcdea563c77544bb887de11d87619d3c", "frame_token": "0f6432a5c6824bed9cd2603e00e5f61e", "question_type": "robust_qas", "question": "In this scenario under saturation conditions, 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": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects and colors. The scene includes a gray car positioned to the front right of the ego vehicle, a stationary white truck directly in front, and a red car also in front. Behind the ego vehicle, a white truck is moving, while another white truck is moving to the front left. The saturation makes it challenging to distinguish finer details, but the general layout and positions of these vehicles are identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297503412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297503404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297503420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297503437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297503447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. B. Saturate. C. JPEG compression. D. Rain", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287266778113.jpg" } }, { "scene_token": "f69f7b4cefb7493bb1a8185f6f01d137", "frame_token": "e2486e66dd0f471d8f72c7bbbf895b37", "question_type": "robust_qas", "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under saturated 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 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": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, and saturation does not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, causing colors to appear exaggerated and potentially obscuring finer details. A white truck is moving behind the ego vehicle, positioned at coordinates . A silver sedan is stationary behind the ego vehicle at . In front of the ego vehicle, a white sedan is stationary at . The road is wet, reflecting the saturated colors, and the surrounding buildings and trees are visible but with distorted hues.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287266762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287266754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287266770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287266787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287266797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. H256 ABR compression. B. Saturate. C. Motion blur. D. Bright", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, unaffected by the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of colors and details. A white truck is moving behind the ego vehicle at coordinates . A stationary white sedan is also behind at . In front, there is a stationary white bus at and another white sedan at . The road appears wet, suggesting recent rain, and the sky is a mix of saturated colors, indicating challenging lighting conditions.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287269762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287269754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287269770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287269787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287269797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Sensor failure. C. Bit error. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 despite the saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 another white truck to the front of the ego vehicle. The IDs of these objects are , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a yellow carriage, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Slight right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting visibility. A yellow carriage is moving to the front right of the ego vehicle, positioned at coordinates . Two stationary white trucks are directly in front of the ego vehicle, located at and . The saturation makes it challenging to distinguish between different objects and their colors, but the positions remain clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532621985662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532621985654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532621985670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532621985687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532621985697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. Sensor failure. C. Color quant. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Considering the saturated visual 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 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions do not affect its trajectory.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Under the saturated conditions, is a traffic sign or a road barrier?", "answer": "No, Explanation: The object is a black pickup truck, not a traffic sign or road barrier, despite the visual saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 with saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is visually saturated, making colors appear more intense and potentially obscuring finer details. A black pickup truck is stationary to the front right of the ego vehicle at coordinates . A white sedan is also stationary to the front right at . Behind the ego vehicle, a black sedan is moving at , while another black sedan is stationary to the back right at . Despite the saturation, the road and surrounding buildings are visible, though details may be less distinct.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478894262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478894254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478894270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478894287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478894297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Motion blur. B. Rain. C. Saturate. D. JPEG compression", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 that is moving ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more intense and potentially obscuring details. To the back of the ego vehicle, there is a moving black car at coordinates . In front, an orange construction vehicle is stationary at . Another black sedan is stationary at the back at . A worker wearing fluorescent clothing is positioned to the front right at . The saturation may affect the visibility of these objects.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-26-12-13-50-0400__CAM_FRONT__1532622011412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_LEFT__1532622011404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-26-12-13-50-0400__CAM_FRONT_RIGHT__1532622011420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-26-12-13-50-0400__CAM_BACK__1532622011437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-26-12-13-50-0400__CAM_BACK_LEFT__1532622011447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. JPEG compression. C. Motion blur. D. Bit error", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, unaffected by the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for the future reasoning and driving decision.", "answer": "There is a roadblock to the front right of the ego vehicle, a silver SUV to the front of the ego vehicle, and a white van to the front left of the ego vehicle. The IDs of these objects are , , and . Despite the saturation, these objects remain clearly identifiable.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 the ego vehicle is getting to the next possible location under saturated 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 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 saturation does not affect the sequence of noticing these objects.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "Yes, Explanation: The object is a roadblock, clearly visible despite the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "No such action will lead to a collision. The saturation does not impact the safety of the planned actions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect the decision-making process.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is affected by saturation, causing colors to appear more intense and potentially obscuring finer details. Despite this, key objects remain identifiable. A roadblock is positioned to the front right of the ego vehicle (), a silver SUV is moving straight ahead in front of the ego vehicle (), and a white van is moving to the front left (). Trees and buildings line the street, adding to the urban setting.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-31-50+0800__CAM_FRONT__1533281750862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_LEFT__1533281750854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-31-50+0800__CAM_FRONT_RIGHT__1533281750870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-31-50+0800__CAM_BACK__1533281750887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-31-50+0800__CAM_BACK_LEFT__1533281750897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Saturate. C. Zoom blur. D. Rain", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg" } }, { "scene_token": "c7492bdc08f8450fa580b7787331f0c9", "frame_token": "03d958beb9f548399af3d8be08add385", "question_type": "robust_qas", "question": "What are the important objects in the current scene under saturation 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, and a white coach to the front of the ego vehicle. The IDs of these objects are , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg" } }, { "scene_token": "c7492bdc08f8450fa580b7787331f0c9", "frame_token": "03d958beb9f548399af3d8be08add385", "question_type": "robust_qas", "question": "What is the moving status of object under saturation 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.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg" } }, { "scene_token": "c7492bdc08f8450fa580b7787331f0c9", "frame_token": "03d958beb9f548399af3d8be08add385", "question_type": "robust_qas", "question": "Is a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a moving black car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg" } }, { "scene_token": "c7492bdc08f8450fa580b7787331f0c9", "frame_token": "03d958beb9f548399af3d8be08add385", "question_type": "robust_qas", "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under saturation 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 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": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg" } }, { "scene_token": "c7492bdc08f8450fa580b7787331f0c9", "frame_token": "03d958beb9f548399af3d8be08add385", "question_type": "robust_qas", "question": "What actions taken by the ego vehicle can lead to a collision with under saturation conditions?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915778127813.jpg" } }, { "scene_token": "c7492bdc08f8450fa580b7787331f0c9", "frame_token": "03d958beb9f548399af3d8be08add385", "question_type": "robust_qas", "question": "What actions could the ego vehicle take based on under saturation 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": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more intense and potentially obscuring finer details. The road ahead is clear with a black sedan stationary at the front, positioned at coordinates . A white coach is also visible in the front, moving and turning right, located at . Behind the ego vehicle, a black car is moving forward, identified at . The surrounding environment includes buildings and trees, but their details are less discernible due to the saturation effect.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915778112465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915778104917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915778119956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915778137570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915778147295.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Motion blur. C. Sensor failure. D. Rain", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 saturation does not affect its movement status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a silver business car, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 taking this action is high.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "No action taken by the ego vehicle will lead to a collision with .", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is affected by saturation, causing colors to appear more vivid and potentially obscuring some details. The road is visible with a silver business car stationary at the front, positioned at coordinates . A white SUV is moving ahead at . Behind the ego vehicle, a black and white van is moving at . Additionally, a black car is moving at . Trees and buildings are present in the background, but their details are less distinct due to the saturation effect.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538985932262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538985932254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538985932270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538985932287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538985932297427.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Rain. C. H256 ABR compression. D. Dark", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 saturation does not change its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a white sedan, not a traffic sign or road barrier, and the saturation does not affect its identification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Accelerating and going straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment appears highly saturated, with colors intensified, making it challenging to discern details. The road ahead is clear with a white sedan moving forward at coordinates . To the back left, a person wearing gray clothes is stationary at coordinates . A white truck is stationary in front at coordinates . Buildings and greenery are visible, but their colors are distorted due to saturation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401553612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401553604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401553620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401553637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401553647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Color quant. C. H256 ABR compression. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and the saturated conditions do not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for the future reasoning and driving decision.", "answer": "There is a white SUV to the front right of the ego vehicle, a white truck to the front of the ego vehicle, a red and white truck to the back left of the ego vehicle, a white sedan to the front right of the ego vehicle, a gray SUV to the front of the ego vehicle, and a black sedan to the back of the ego vehicle. The IDs of these objects are , , , , , and . The saturated conditions may affect visibility but not the presence of these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, and the saturated conditions do not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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. Saturated conditions may affect visibility but not the decision to remain stationary.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Brake suddenly, brake gently to a stop. Saturated conditions may require more cautious braking to ensure safety.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the color contrast and visibility of objects. Key objects include a white SUV moving to the front right of the ego vehicle at coordinates , a white truck moving ahead at , and a red and white truck moving to the back left at . Additionally, a white sedan is moving to the front right at , a gray SUV is moving ahead at , and a black sedan is stationary at . The saturated conditions create a challenging visual environment.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535656873662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535656873654804.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535656873670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535656873687728.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535656873697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. H256 ABR compression. B. Saturate. C. Rain. D. Sensor failure", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 straight ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Moderate right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility. To the front of the ego vehicle, there is a black SUV at coordinates and a white sedan at . Behind the ego vehicle, a black sedan car is located at . Another white SUV is positioned at . The saturation makes it challenging to distinguish between objects and their surroundings, requiring careful navigation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-11-29+0800__CAM_FRONT__1542799053762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_LEFT__1542799053754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-11-29+0800__CAM_FRONT_RIGHT__1542799053770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-11-29+0800__CAM_BACK__1542799053787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-11-29+0800__CAM_BACK_LEFT__1542799053797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. B. Zoom blur. C. Saturate. D. Bit error", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a bicycle on the roadside.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Accelerating and going straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation conditions. Include both general description and key objects and their positions.", "answer": "The scene is saturated with bright colors, making it challenging to distinguish objects clearly. A bicycle is stationary on the roadside at coordinates . A black sedan is moving ahead at coordinates . A trash can is positioned at the front at coordinates . The road is lined with trees and buildings, and the visibility is affected by the saturation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538034046662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538034046654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538034046670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538034046687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538034046697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. JPEG compression. B. Motion blur. C. Bit error. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488027178113.jpg" } }, { "scene_token": "3469d30a6e2a4d878fb0ff899346b7de", "frame_token": "011b8e758330400dbdf16d55c8a3571a", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturation effect? 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturated 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 saturated conditions do not affect its movement direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under the saturated conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535488027178113.jpg" } }, { "scene_token": "3469d30a6e2a4d878fb0ff899346b7de", "frame_token": "011b8e758330400dbdf16d55c8a3571a", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more vivid and potentially obscuring finer details. A black car is moving ahead in the center front of the ego vehicle, identified at coordinates . A white sedan is also moving ahead slightly to the left, at coordinates . Behind the ego vehicle, a silver SUV is moving, located at . To the front right, a person in a wheelchair is moving, visible at . Additionally, there is a yield to pedestrians sign at . The saturation may affect the visibility of these objects, but their positions remain clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488027162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488027154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488027170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488027187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488027197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Snow. C. Rain. D. Dark", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 that is moving ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a brown car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "No such action will lead to a collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility and color perception. A brown car is moving behind the ego vehicle, identified at coordinates . A white sedan is stationary to the front right, located at . A blue sedan is stationary to the back right, positioned at . The road is lined with trees and buildings, and the saturation makes it challenging to distinguish finer details.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845520412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845520404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845520420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845520437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845520447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Fog. B. Saturate. C. Dark. D. Zoom blur", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 saturation conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, even under saturation conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 saturation conditions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "No action taken by the ego vehicle will lead to a collision with , even under saturation conditions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is brightly saturated, affecting visibility. To the back of the ego vehicle, there is a black sedan and a black car, both moving. To the front left, there is a stationary black motorcycle, and to the front right, a stationary blue sedan. The saturation makes it challenging to discern finer details, but the positions of key objects are noted as , , , and .", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845527662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845527654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845527670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845527687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845527697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Bright. C. Dark. D. Bit error", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, and saturation does not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of colors and details. The road is straight with trees lining both sides, and buildings are visible in the background. A black car is moving behind the ego vehicle at coordinates . A blue sedan is stationary in front of the ego vehicle at coordinates . Another black SUV is moving behind the ego vehicle at coordinates . Despite the saturation, the key objects remain identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385114612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385114604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385114620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385114637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385114647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Fog. C. Snow. D. JPEG compression", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 straight ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerating and going straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting visibility and color perception. A silver sedan is moving ahead in front of the ego vehicle, positioned at coordinates . To the front left, a white truck is stationary at coordinates . Pedestrians are crossing the road to the front right, located at . The surrounding buildings and trees appear distorted due to the saturation effect, making it challenging to distinguish finer details.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-32-59+0800__CAM_FRONT__1533112796662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_LEFT__1533112796654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-32-59+0800__CAM_FRONT_RIGHT__1533112796670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-32-59+0800__CAM_BACK__1533112796687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-32-59+0800__CAM_BACK_LEFT__1533112796697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. C. Saturate. D. Dark", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a pedestrian, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Slight right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects and scene elements. To the front of the ego vehicle, there are pedestrians on the roadside, identified as . A blue sedan is moving ahead, located at . Behind the ego vehicle, a silver SUV is moving, identified as . To the front left, a black car is moving, located at . The saturation makes it challenging to distinguish between different objects and their statuses.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488194162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488194154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488194170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488194187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488194197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. H256 ABR compression. C. JPEG compression. D. Snow", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 the saturated conditions do not affect its trajectory.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, and the saturated conditions do not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, making colors appear more intense and potentially obscuring finer details. The scene includes a black SUV stationary at the back of the ego vehicle, a blue car moving ahead also at the back, a white car moving at the front right, and a pedestrian in a gray jacket standing at the back right. These objects are positioned at coordinates , , , and respectively. The saturation affects the visibility of these objects, but their positions remain unchanged.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573956512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573956504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573956520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573956537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573956547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Motion blur. C. Snow. D. Rain", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 saturation does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a white sedan, not a traffic sign or road barrier, and the saturation does not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Changing to the right lane.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the color perception of the scene. Despite the saturation, key objects are identifiable: a stationary white sedan is located at the front of the ego vehicle with coordinates . A stationary white truck is also at the front with coordinates . Behind the ego vehicle, a moving white truck is present with coordinates . The road appears wet, possibly due to rain, and the surrounding trees and buildings are visible but with distorted colors.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287264162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287264154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287264170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287264187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287264197405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_BACK_RIGHT__1537287264178113.jpg" } }, { "scene_token": "2cc8ffb250c44b42a888e9185810e04c", "frame_token": "d466a127beef449a96382817e792b0eb", "question_type": "robust_qas", "question": "What is the current type of corruption?: A. Fog. B. Saturate. C. Dark. D. JPEG compression", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white motorhome, and saturation does not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting color perception. Key objects include a white motorhome positioned at the back of the ego vehicle (), a black car also at the back (), a moving black sedan in front (), and another black sedan to the front left (). Despite the saturation, the positions and statuses of these vehicles remain clear, allowing for safe navigation decisions.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298967912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298967904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298967920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298967937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298967947414.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. H256 ABR compression. C. Bit error. D. Rain", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298962378113.jpg" } }, { "scene_token": "2cc8ffb250c44b42a888e9185810e04c", "frame_token": "01df3b9136484a5d8af9f2547f8ebfb8", "question_type": "robust_qas", "question": "In this scenario with saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Brake suddenly, slightly offset to the right.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility. To the back of the ego vehicle, there is a stationary white truck at coordinates and a stationary black car at . In front, a moving gray SUV is located at , a moving white truck at , a moving black sedan at , and a moving gray sedan at . The saturation makes it challenging to distinguish between objects and their colors.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298962362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298962354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298962370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298962387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298962397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. H256 ABR compression. B. Color quant. C. Saturate. D. Motion blur", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a blue sedan car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Sharp right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is saturated with intense colors, making it challenging to discern details. A blue sedan car is moving to the front right of the ego vehicle, positioned at coordinates . A black SUV is also moving to the front right, located at . Directly in front, a blue sedan is moving, identified at . Behind the ego vehicle, a red car is stationary at . Additionally, a 'go straight' traffic sign is visible to the back right at . The saturated colors may affect the perception of these objects.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033651262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033651254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033651270352.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033651287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033651297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. JPEG compression. B. Fog. C. Motion blur. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800933377893.jpg" } }, { "scene_token": "3ace9decdd1f4ea0915b9862c95ca128", "frame_token": "07822f37eb644d5ba749662d707a3312", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturation effect? 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.", "answer": "B, Explanation: The object is a white van moving ahead, unaffected by the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier considering the saturation effect?", "answer": "No, Explanation: The object is a white van, not a traffic sign or road barrier, despite the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect? 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, even with the saturation effect.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of objects. To the back of the ego vehicle, there is a white van and a white sedan car, both moving. In front, a gray SUV is visible, also in motion. To the front left, a gray-white business vehicle is moving. A right turn is indicated ahead. The saturation makes it challenging to distinguish colors and details, but the positions are , , , , and .", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800933362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800933354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800933370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800933387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800933397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. B. Bright. C. Saturate. D. Fog", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 black sedan going ahead, and the saturation does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and . The saturation does not change their positions.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 saturation does not affect the order of noticing these objects.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a stationary black car, and the saturation does not change its category.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect this decision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Keep going at the same speed, decelerate gradually without braking. The saturation does not change these safe actions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment appears with heightened colors due to saturation, making it challenging to distinguish some details. A black car is stationary to the front left of the ego vehicle at coordinates (0.6739, 0.5936). A blue truck is stationary to the back right at coordinates (0.1880, 0.4778). A black sedan is moving behind the ego vehicle at coordinates (0.5443, 0.5648). Despite the saturation, the positions and statuses of these vehicles remain unchanged.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385199662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385199654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385199670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385199687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385199697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Saturate. C. Zoom blur. D. Fog", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions do not affect its trajectory.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 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 , , and . The saturated conditions may affect visibility but the objects remain the same.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, and the saturated conditions do not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 saturated conditions may affect visibility but do not change the order of noticing.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_BACK_RIGHT__1542801582927893.jpg" } }, { "scene_token": "e5514b8f435e475cac4eba74b44773b5", "frame_token": "35d5917af6a04eaaa6a6a56c9ef0d0d1", "question_type": "robust_qas", "question": "In this scenario under saturated conditions, 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 saturated conditions may require increased caution but do not change the safe actions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "No such action will lead to a collision. The saturated conditions do not change the safety of the current trajectory.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of the scene. Despite the saturation, key objects remain identifiable: a black car is located at the front right of the ego vehicle with coordinates , a white SUV is positioned behind the ego vehicle at , and a silver sedan is at the back right with coordinates . The road appears to be straight, and the lighting conditions are challenging due to the saturation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-58-31+0800__CAM_FRONT__1542801582912468.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_LEFT__1542801582904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-58-31+0800__CAM_FRONT_RIGHT__1542801582920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-58-31+0800__CAM_BACK__1542801582937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-58-31+0800__CAM_BACK_LEFT__1542801582947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. JPEG compression. B. Saturate. C. Zoom blur. D. Rain", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, and the saturation does not affect its movement status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a silver SUV, not a traffic sign or road barrier, and the saturation does not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of colors and contrast. The road ahead is visible with a silver SUV moving behind the ego vehicle. To the front right, a pedestrian with a backpack is walking, and a yellow sign is visible. The saturation makes it challenging to distinguish finer details, but the main objects and their positions remain identifiable. The scene includes trees lining the road and buildings on either side, with the sky appearing unusually bright due to the saturation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487525662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487525654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487525670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487525687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487525697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Motion blur. C. Zoom blur. D. Bit error", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 to the right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a yellow truck, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487519128113.jpg" } }, { "scene_token": "e323a27a0ba94ab5ab11010d778cd41f", "frame_token": "473366d5f83c4b439a120aa0d65f2fc8", "question_type": "robust_qas", "question": "In this scenario with saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of objects and colors. A yellow truck is moving ahead of the ego vehicle at coordinates . To the front left, a black sedan is moving at coordinates . Behind the ego vehicle, a white SUV is moving at coordinates . A pedestrian wearing black clothes is moving in front of the ego vehicle at coordinates . The saturation makes it challenging to distinguish finer details of the environment.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487519112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487519104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487519120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487519137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487519147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Fog. B. Snow. C. Saturate. D. Rain", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 the saturated conditions do not affect its trajectory.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a blue car, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800397927893.jpg" } }, { "scene_token": "c949ec2cca7047bdb67dce64b6c3586a", "frame_token": "18082987b19743cd9a41d1d55097d3eb", "question_type": "robust_qas", "question": "In this scenario with saturated 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": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "No such action will lead to a collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is affected by saturation, causing bright and distorted colors. The road is visible with several vehicles moving. A blue car is positioned to the front right of the ego vehicle at coordinates (0.7448, 0.6389). A white sedan car is directly in front of the ego vehicle at coordinates (0.2516, 0.6342), and another white sedan is slightly to the front at coordinates (0.4031, 0.5287). Despite the saturation, the vehicles maintain their lanes.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800397912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800397904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800397920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800397937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800397947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. H256 ABR compression. B. Saturate. C. Sensor failure. D. Dark", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturated 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 saturated conditions do not affect its trajectory.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, and the saturated conditions do not change its identification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturated 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": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 with saturated 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": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of colors and details. A white truck is moving behind the ego vehicle at coordinates . A black sedan is stationary to the front right at . A silver sedan is stationary to the back right at . Another white truck is moving behind at . A green light is visible ahead at . The saturation makes it challenging to distinguish between objects and their surroundings.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297448912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297448904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297448920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297448937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297448947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. B. Saturate. C. Snow. D. Color quant", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, unaffected by the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a white commercial vehicle, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Slight right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708450128113.jpg" } }, { "scene_token": "fb3aaad97849430cbc32891319c9be10", "frame_token": "80153dcc28ab44e587126ebe6ce760bf", "question_type": "robust_qas", "question": "In this scenario under saturation conditions, 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": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more vivid and potentially obscuring some details. To the back of the ego vehicle, there is a white commercial vehicle at coordinates , a black sedan at , and a black van at . In front of the ego vehicle, there is a white sedan at and a moving white truck at . The saturation affects the visibility of these objects, but their positions are clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708450112404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708450104799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708450120482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708450137558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708450147405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Fog. C. Saturate. D. Rain", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated lighting 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 under saturated lighting.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_BACK_RIGHT__1535478834428113.jpg" } }, { "scene_token": "ccf96ecd7161425ba7c5b5dbad79b600", "frame_token": "44fc4e5171c54c19b1b31f6e46f65de4", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturated lighting 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated lighting conditions?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated lighting conditions?", "answer": "No such action will lead to a collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated lighting 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": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated lighting conditions. Include both general description and key objects and their positions.", "answer": "The scene is affected by saturated lighting, making colors appear more intense and potentially obscuring some details. To the front left, there is a white truck moving, identified at coordinates . A black car is stationary to the front right at . Behind the ego vehicle, a black commercial vehicle is moving, located at . A white zebra crossing is visible in front of the ego vehicle at . The saturated lighting may affect the visibility of these objects.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-13-40-50-0400__CAM_FRONT__1535478834412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_LEFT__1535478834404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-13-40-50-0400__CAM_FRONT_RIGHT__1535478834420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-13-40-50-0400__CAM_BACK__1535478834437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-13-40-50-0400__CAM_BACK_LEFT__1535478834447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Snow. B. H256 ABR compression. C. Saturate. D. Sensor failure", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and despite the saturation, it is still turning left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Decelerate gradually without braking.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment appears brightly colored due to saturation, making it challenging to distinguish details. A black car is moving behind the ego vehicle at coordinates . A stationary silver sedan is located to the back left at , and another stationary silver sedan is to the front left at . The road and surroundings are less distinct, but trees and buildings are visible.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915698412465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915698404917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915698419956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915698437570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915698447295.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Motion blur. B. Color quant. C. Saturate. D. Rain", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 turning right, and the saturated conditions do not affect this status.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and . The saturated conditions do not change the importance of these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white sedan car, and the saturated conditions do not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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. The saturated conditions do not affect the order or actions.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_BACK_RIGHT__1526915702377813.jpg" } }, { "scene_token": "fd5a3c6d3ad44954a8045edbe9d93763", "frame_token": "3bd38b7c268f40629b6d4aef1a6c7b8d", "question_type": "robust_qas", "question": "In this scenario under saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Keep going at the same speed, accelerate, and proceed ahead. The saturated conditions do not change the safety of these actions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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. The saturated conditions do not affect this decision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is affected by saturation, making colors appear more vivid and potentially obscuring some details. The scene includes a street lined with buildings and trees. A white sedan car is stationary at the front of the ego vehicle (coordinates: 0.5437, 0.5056). A black commercial vehicle is moving and turning right at the back (coordinates: 0.5495, 0.4880). A black sedan is stationary at the back left (coordinates: 0.7208, 0.6537). Despite the saturation, these objects remain identifiable and their positions are crucial for navigation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-05-21-11-06-59-0400__CAM_FRONT__1526915702362465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_LEFT__1526915702354917.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-05-21-11-06-59-0400__CAM_FRONT_RIGHT__1526915702369956.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-05-21-11-06-59-0400__CAM_BACK__1526915702387570.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-05-21-11-06-59-0400__CAM_BACK_LEFT__1526915702397295.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Snow. B. Sensor failure. C. H256 ABR compression. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 to the left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility. Key objects include a black SUV moving to the back of the ego vehicle at coordinates , a stationary black unknown object to the front left at , a stationary gray SUV to the back left at , and an orange roadblock to the back at . The saturation makes it challenging to distinguish finer details, but the general layout of the scene remains discernible.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385270612410.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385270604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385270620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385270637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385270647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Zoom blur. B. Saturate. C. Dark. D. Bright", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and despite the saturation, it is turning left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 with saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of colors and details. To the back of the ego vehicle, there is a gray sedan moving, located at coordinates . A pedestrian wearing a blue shirt and black pants is also moving at the back, positioned at . In front of the ego vehicle, a white coach is moving at , and a white straight road sign is visible at . The saturation makes it challenging to distinguish between objects and the background.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531885864012464.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531885864004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531885864020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531885864037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531885864047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. B. Fog. C. Snow. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 appears orange, indicating a left turn is necessary.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is moving and appears orange, indicating it is not a stationary traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation conditions. Include both general description and key objects and their positions.", "answer": "The environment is saturated with vibrant colors, making it challenging to distinguish objects clearly. To the back of the ego vehicle, there is an orange object moving, located at coordinates (0.6958, 0.6241). In front of the ego vehicle, there are two stationary objects: a green one at coordinates (0.5776, 0.5789) and a purple one at coordinates (0.6986, 0.6102). The road is surrounded by greenery and trees, with a clear path ahead despite the color distortion.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886254012462.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886254004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886254020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886254037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886254047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Color quant. B. Saturate. C. Motion blur. D. Bit error", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297815378113.jpg" } }, { "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098", "frame_token": "1ccab2dc8b75455c9ceb150eaff22836", "question_type": "robust_qas", "question": "What are the important objects in the current scene under saturation 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 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297815378113.jpg" } }, { "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098", "frame_token": "1ccab2dc8b75455c9ceb150eaff22836", "question_type": "robust_qas", "question": "What is the moving status of object under saturation 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 under saturated lighting conditions, making it appear to turn left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297815378113.jpg" } }, { "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098", "frame_token": "1ccab2dc8b75455c9ceb150eaff22836", "question_type": "robust_qas", "question": "Is a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier, even under saturated lighting.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297815378113.jpg" } }, { "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098", "frame_token": "1ccab2dc8b75455c9ceb150eaff22836", "question_type": "robust_qas", "question": "What actions taken by the ego vehicle can lead to a collision with under saturation conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297815378113.jpg" } }, { "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098", "frame_token": "1ccab2dc8b75455c9ceb150eaff22836", "question_type": "robust_qas", "question": "In this scenario under saturation 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": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility and color perception. A gray sedan is moving behind the ego vehicle at coordinates . In front, a black SUV is moving at , and a stationary silver-gray sedan is at . A man with a black backpack is to the back left at . Additionally, a black sedan is stationary at , and a red truck is moving behind at . The saturation makes it challenging to distinguish between objects and their colors.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297815362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297815354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297815370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297815387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297815397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. B. Snow. C. Motion blur. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297814878113.jpg" } }, { "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098", "frame_token": "042f4c4b19864dfcae5a117e4c040072", "question_type": "robust_qas", "question": "What is the moving status of object under saturated 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.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297814878113.jpg" } }, { "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098", "frame_token": "042f4c4b19864dfcae5a117e4c040072", "question_type": "robust_qas", "question": "What are the important objects in the current scene under saturated 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 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297814878113.jpg" } }, { "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098", "frame_token": "042f4c4b19864dfcae5a117e4c040072", "question_type": "robust_qas", "question": "Is a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297814878113.jpg" } }, { "scene_token": "7e2d9f38f8eb409ea57b3864bb4ed098", "frame_token": "042f4c4b19864dfcae5a117e4c040072", "question_type": "robust_qas", "question": "In this scenario under saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Decelerate gradually without braking and turn left.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions can lead to a collision with ?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility. The scene includes tall buildings and a busy urban street. Key objects include a gray sedan moving to the back (0.9337, 0.6880), a black SUV moving to the front (0.2799, 0.6153), a pedestrian in black clothes moving to the back left (0.7995, 0.6472), a stationary white SUV to the front left (0.8386, 0.5908), a stationary black sedan to the front (0.3703, 0.5880), and a red truck moving to the back (0.6428, 0.5579). The saturation makes it challenging to distinguish between these objects and the background.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297814862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297814854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297814870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297814887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297814897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Motion blur. B. Saturate. C. Rain. D. H256 ABR compression", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a yellow bicycle, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 orange and black construction sign at left camera, which is in a state of construction ahead, so the ego vehicle should maintain speed and continue forward. Second, notice gray sedan at back camera, which is in a state of left turn, so the ego vehicle should maintain speed and continue forward. Finally, notice yellow bicycle at left rear camera, which is stationary, so the ego vehicle should maintain speed and continue forward.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, causing colors to appear more intense and potentially obscuring details. To the back left, there is a stationary yellow bicycle. Directly behind the ego vehicle, a gray sedan is moving, turning left. In front of the vehicle, to the left, there is an orange and black construction sign indicating ongoing work. The saturation may affect the visibility of these objects, requiring careful attention.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932314912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932314904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932314920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932314937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932314948246.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Zoom blur. B. Saturate. C. Dark. D. Sensor failure", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated lighting 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 under saturated lighting.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated lighting 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated lighting conditions?", "answer": "No, Explanation: The object is a bus, not a traffic sign or road barrier, even under saturated lighting.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 with saturated lighting, 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated lighting conditions?", "answer": "No such action will lead to a collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated lighting. Include both general description and key objects and their positions.", "answer": "The environment is under saturated lighting, making visibility challenging. To the back of the ego vehicle, there is a bus moving, identified as . In front, a red car is moving, identified as . Another white car is moving at the back, identified as , and a white sedan is moving in front, identified as . The scene is dimly lit with streetlights providing minimal illumination.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193523762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193523754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193523770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193523787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193523797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. B. Bright. C. Saturate. D. Rain", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated lighting 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 the saturated lighting does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated lighting 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 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated lighting conditions?", "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, and the saturated lighting does not change its identification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193528627893.jpg" } }, { "scene_token": "3032b651c72e4b5c86d4dea1b4930689", "frame_token": "c144652979ed4ccda866356dfff9ccfa", "question_type": "robust_qas", "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under saturated lighting 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 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated lighting conditions?", "answer": "No such action will lead to a collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated lighting 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated lighting conditions. Include both general description and key objects and their positions.", "answer": "The environment is dimly lit with saturated lighting, creating a challenging visual scenario. The road is visible with lane markings, and there are streetlights providing some illumination. Key objects include a black SUV at coordinates , a black car at , and a white sedan at . These vehicles are positioned behind the ego vehicle, with the white sedan in motion, turning right.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193528612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193528604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193528620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193528637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193528647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Fog. B. Saturate. C. Bright. D. Rain", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 moving to the left, which is consistent with the saturation conditions affecting visibility.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a stationary white small truck, not a traffic sign or road barrier, even under saturation conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800855927893.jpg" } }, { "scene_token": "de7d80a1f5fb4c3e82ce8a4f213b450a", "frame_token": "07175443e8444b8c8c4802fd004e33c1", "question_type": "robust_qas", "question": "In this scenario under saturation 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": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Sharp right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of objects and lights. A white small truck is stationary at the front right, positioned at coordinates . Behind the ego vehicle, a white commercial vehicle is moving, located at . Ahead, a white sedan is also moving, positioned at . Additionally, a black car is stationary behind the ego vehicle at . The saturation causes bright lights to appear more intense, potentially obscuring finer details.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800855912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800855904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800855920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800855937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800855947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. H256 ABR compression. C. Saturate. D. Fog", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and despite the saturated conditions, it is turning left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a stationary black car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708330528113.jpg" } }, { "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082", "frame_token": "e8cd45be3b6b46a89089065896488540", "question_type": "robust_qas", "question": "In this scenario with saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Brake gently to a stop, or keep going at the same speed.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility. To the back of the ego vehicle, there is a stationary black car at coordinates . In front, a stationary white truck is located at , and two moving black sedans are at and . A stationary yellow truck is at , and a red light is visible at . The saturation makes it challenging to distinguish between objects and their colors.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708330512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708330504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708330520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708330537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708330547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Dark. B. Saturate. C. Motion blur. D. Snow", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708325428113.jpg" } }, { "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082", "frame_token": "b005b93130294a2ca679f3270f114c17", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturation effect? 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect? 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 and despite the saturation, it is turning left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier considering the saturation effect?", "answer": "No, Explanation: The object is a black SUV and not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708325428113.jpg" } }, { "scene_token": "7599adab7f3944dc8ac1c88b4f3bb082", "frame_token": "b005b93130294a2ca679f3270f114c17", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect? 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": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, making colors appear more vivid and potentially obscuring finer details. To the back of the ego vehicle, there is a stationary black SUV at coordinates (0.4641, 0.7213). In front, a white SUV and a white truck are moving, located at (0.4437, 0.5750) and (0.5437, 0.5064) respectively. A stationary yellow truck is also in front at (0.2989, 0.5176). To the front left, a moving black SUV is positioned at (0.6339, 0.5972). A black traffic light is visible at (0.7911, 0.4348). The saturation effect may challenge the perception of these objects.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708325412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708325404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708325420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708325437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708325447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. JPEG compression. C. Bit error. D. Rain", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 saturated conditions, which might affect visibility.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, even under saturation conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, even under saturation conditions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of objects and colors. To the back of the ego vehicle, there is a black sedan moving, identified as . To the front right, a pedestrian in blue pants is moving, identified as , alongside another black sedan at . To the back right, a white shirt pedestrian is moving at , and a pedestrian wearing a black top is at . An orange car is moving to the front of the ego vehicle at . The saturation makes it challenging to distinguish between objects and their surroundings.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985211762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985211754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985211770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985211787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985211797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. Saturate. C. Zoom blur. D. Fog", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions, it is turning left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583058278113.jpg" } }, { "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d", "frame_token": "d0bb635ebb2d4c869ede64a1a7d2f448", "question_type": "robust_qas", "question": "In this scenario under saturated conditions, 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": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is saturated, affecting the visibility of objects. To the front, a red pickup truck is moving, identified at coordinates . A stationary white SUV is located at the back, coordinates . To the front right, a gray SUV is stationary at , and a pedestrian on a bicycle is moving at . At the back, a blue sedan is stationary at . A red light is visible at the front, coordinates . The saturation makes it challenging to discern finer details.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583058262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583058254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583058270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583058287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583058297405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_BACK_RIGHT__1533583058278113.jpg" } }, { "scene_token": "3d42cd90a8184d9ebd3bb85b6416314d", "frame_token": "c9f8edc0efa0409fa5e6568265fe1e24", "question_type": "robust_qas", "question": "What is the current type of corruption?: A. Saturate. B. Fog. C. Motion blur. D. Dark", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 moving to the left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a red pickup truck, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerate and go straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is set in an urban environment with buildings on either side of the street. The saturation makes colors appear more vivid, affecting visibility. Key objects include a red pickup truck moving to the left at coordinates , a stationary light gray SUV at , a stationary blue sedan at , a moving white pickup truck at , and a red light at . The saturation may impact the perception of these objects.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533583056262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533583056254799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533583056270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533583056287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533583056297938.jpg", "CAM_BACK_RIGHT": "./Saturate/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. JPEG compression. B. Fog. C. Color quant. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487480178113.jpg" } }, { "scene_token": "45275e709d4a4b0592d57850d8e8bd8d", "frame_token": "a02918af3c62447dbb9de1d0e0c56aa6", "question_type": "robust_qas", "question": "What is the moving status of object under saturated 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 pickup truck moving to the left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487480178113.jpg" } }, { "scene_token": "45275e709d4a4b0592d57850d8e8bd8d", "frame_token": "a02918af3c62447dbb9de1d0e0c56aa6", "question_type": "robust_qas", "question": "What are the important objects in the current scene under saturated 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 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487480178113.jpg" } }, { "scene_token": "45275e709d4a4b0592d57850d8e8bd8d", "frame_token": "a02918af3c62447dbb9de1d0e0c56aa6", "question_type": "robust_qas", "question": "Is a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a stationary black car.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487480178113.jpg" } }, { "scene_token": "45275e709d4a4b0592d57850d8e8bd8d", "frame_token": "a02918af3c62447dbb9de1d0e0c56aa6", "question_type": "robust_qas", "question": "What actions taken by the ego vehicle can lead to a collision with under saturated conditions?", "answer": "Sharp right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_BACK_RIGHT__1535487480178113.jpg" } }, { "scene_token": "45275e709d4a4b0592d57850d8e8bd8d", "frame_token": "a02918af3c62447dbb9de1d0e0c56aa6", "question_type": "robust_qas", "question": "What actions could the ego vehicle take based on under saturated conditions? 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": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting visibility and color perception. To the front right, there is a stationary black car (). Directly in front, a black SUV is stationary (). Behind the vehicle, a person wearing a black shirt is standing still (). A white pickup truck is moving to the back (). Additionally, a pedestrian crossing sign is visible to the front right (). The saturation makes it challenging to distinguish between objects and their surroundings.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535487480162404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535487480154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535487480170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535487480187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535487480197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Zoom blur. B. Saturate. C. Bright. D. Bit error", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298889028113.jpg" } }, { "scene_token": "e5a3df5fe95149b5b974af1d14277ea7", "frame_token": "474e5ee23026418abff2e0d590c1da13", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturation effect? 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturation effect? Please select the correct answer from the following options: A. Turn left. B. Going ahead. C. Turn right.", "answer": "A, Explanation: The object is a black SUV moving ahead, and the saturation does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under the saturation effect?", "answer": "No, Explanation: The object is a black SUV, not a traffic sign or road barrier, and the saturation does not change its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_BACK_RIGHT__1537298889028113.jpg" } }, { "scene_token": "e5a3df5fe95149b5b974af1d14277ea7", "frame_token": "474e5ee23026418abff2e0d590c1da13", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturation effect?", "answer": "No such an action will lead to collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment appears visually distorted due to the saturation effect, with colors appearing more intense and less distinct. A black SUV is moving ahead, located at coordinates . Another black SUV is moving behind the ego vehicle at . A black sedan is stationary in front at . A pedestrian riding a bike is stationary at . The red light is visible at , indicating a stop for the ego vehicle.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537298889012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537298889004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537298889020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537298889037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537298889047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. H256 ABR compression. B. Snow. C. Saturate. D. JPEG compression", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and the saturated conditions do not affect its direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , , and . The saturated conditions may affect the visibility of these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "Yes, Explanation: The object is a cone bucket, which serves as a road barrier, and the saturated conditions do not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 this scenario with saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Brake gently to stop, considering the reduced visibility due to saturation.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Moderate left turn, as the saturation might obscure the truck's position slightly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility and color contrast of the scene. To the front of the ego vehicle, there is a white truck (0.4406, 0.4824) moving ahead. A cone bucket (0.2370, 0.6269) is positioned in front, serving as a road barrier. A silver sedan (0.5514, 0.7162) is stationary to the front right, and a black sedan car (0.5813, 0.5389) is moving ahead. Behind the ego vehicle, a black sedan (0.1547, 0.7491) is also moving. A red light (0.6838, 0.3664) is visible in front, indicating a stop. The saturation makes it challenging to distinguish these objects clearly.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297138862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297138854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297138870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297138887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297138897405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297138878403.jpg" } }, { "scene_token": "e083627747d8499a8c4e94c7abf941e2", "frame_token": "00b300aef8f0415188cc8f06f727c295", "question_type": "robust_qas", "question": "What is the current type of corruption?: A. Color quant. B. Motion blur. C. Saturate. D. Fog", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions do not affect its movement direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for future reasoning and driving decisions.", "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 , , , , and . The saturated conditions do not change the importance of these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black SUV, and the saturated conditions do not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, even under saturated conditions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "No action taken by the ego vehicle will lead to a collision with , even under saturated conditions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the clarity of the scene. To the back left of the ego vehicle, there is a stationary black SUV (). In front of the ego vehicle, a white SUV is moving (). A pedestrian is waiting at the traffic lights to the front left (). A pink and white business car is stationary to the front left (). A traffic signal is visible in front of the ego vehicle (). Despite the saturation, these objects are identifiable and crucial for navigation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297641612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297641604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297641620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297641637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297641647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Dark. B. Snow. C. Saturate. D. H256 ABR compression", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for the future reasoning and driving decision.", "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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 sedan at front camera. The object is going ahead, so the ego vehicle should slow down and continue going ahead. Secondly, notice that worker with a white hat at right camera. The object is stationary, so the ego vehicle should maintain its current speed and continue going ahead. Thirdly, notice that man in a gray shirt at left rear camera. The object is turning left, so the ego vehicle should maintain its current speed and continue going ahead.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_BACK_RIGHT__1532402142927893.jpg" } }, { "scene_token": "4047f251c21a475abb49518e0fa6fa9e", "frame_token": "d3ab0416f5ee4f4c9a4f4d73e57923f9", "question_type": "robust_qas", "question": "In this scenario under saturated conditions, 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": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of objects and colors. To the back left of the ego vehicle, there is a pedestrian, a man in a gray shirt, moving at coordinates . In front of the ego vehicle, a gray sedan is moving forward at coordinates . To the front right, a worker with a white hat is stationary at coordinates . The road is lined with construction barriers, and the surrounding environment includes trees and buildings, all appearing with exaggerated colors due to the saturation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402142912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402142904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402142920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402142937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402142947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Color quant. B. Saturate. C. Rain. D. Zoom blur", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297560428113.jpg" } }, { "scene_token": "782f9486adbd4546a492e69b6697ef70", "frame_token": "bd188cac93f042c1b685ff497b0150f8", "question_type": "robust_qas", "question": "In this scenario with saturated conditions, 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": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "No such action will lead to a collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting visibility. The road is wet, indicating recent rain. To the back of the ego vehicle, there is a black car moving (coordinates: 0.6958, 0.5908). In front, a black sedan is moving (coordinates: 0.1422, 0.6417), while a white sedan (coordinates: 0.9781, 0.6694) and a white SUV (coordinates: 0.7864, 0.6047) are stationary. To the front right, a gray pickup truck is stationary (coordinates: 0.5803, 0.6689). Buildings and streetlights are visible but distorted by the saturation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297560412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297560404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297560420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297560437566.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297560447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. Color quant. C. Fog. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401620427893.jpg" } }, { "scene_token": "70368a18644046f898ab836fc8a3c03f", "frame_token": "825d52c255ca46fc9ae7a7fc43d44816", "question_type": "robust_qas", "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under saturated 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 front camera. It is stationary, so the ego vehicle should remain stationary. Secondly, notice pedestrians on the road at front camera. They are moving, so the ego vehicle should remain stationary. Thirdly, notice black sedan at right camera. It is turning left, so the ego vehicle should remain stationary.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_BACK_RIGHT__1532401620427893.jpg" } }, { "scene_token": "70368a18644046f898ab836fc8a3c03f", "frame_token": "825d52c255ca46fc9ae7a7fc43d44816", "question_type": "robust_qas", "question": "In this scenario under saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Brake gently to a stop; brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting visibility. There is a stationary black car in front of the ego vehicle at coordinates . A black sedan is moving to the front right at , turning left. Pedestrians are crossing the road in front of the ego vehicle at . The surrounding buildings and trees are visible but appear distorted due to the saturation effect.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-03-52+0800__CAM_FRONT__1532401620412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_LEFT__1532401620404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-03-52+0800__CAM_FRONT_RIGHT__1532401620420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-03-52+0800__CAM_BACK__1532401620437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-03-52+0800__CAM_BACK_LEFT__1532401620447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Dark. B. Saturate. C. Snow. D. H256 ABR compression", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 under saturated conditions, which may affect visibility.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and . Saturation may affect the visibility of these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a silver pickup truck, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Slight left turn. Saturation may obscure the vehicle's position, increasing collision risk.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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. Saturation may affect the perception of speed and distance.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects. A silver pickup truck is moving in front of the ego vehicle at coordinates . A stationary white truck is behind the ego vehicle at . To the front right, a black car is stationary at , and a no entry sign is visible at . The saturation may obscure details and affect decision-making.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-07-26-0400__CAM_FRONT__1537287304412404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_LEFT__1537287304404799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-07-26-0400__CAM_FRONT_RIGHT__1537287304420482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-07-26-0400__CAM_BACK__1537287304437558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-07-26-0400__CAM_BACK_LEFT__1537287304447405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. JPEG compression. C. Color quant. D. Sensor failure", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 to the left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white business vehicle, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Turn right, decelerate gradually without braking.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making visibility challenging. To the back left of the ego vehicle, there is a white business vehicle moving, identified as . A pedestrian wearing blue pants is moving to the back right, identified as . In front of the ego vehicle, there is a stationary black pickup truck, identified as , and a stationary white truck, identified as . The road is wet, and there are traffic lights visible, adding to the complexity of the driving conditions.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296462662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296462654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296462670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296462687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296462697469.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Zoom blur. B. Sensor failure. C. Saturate. D. Dark", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for the future reasoning and driving decision.", "answer": "There is a black motorhome to the front left of the ego vehicle, a black SUV to the front of the ego vehicle, a black sedan to the back of the ego vehicle, a gray sedan to the front left of the ego vehicle, and a black pants pedestrian to the front right of the ego vehicle. The IDs of these objects are , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 to the left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black motorhome, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_BACK_RIGHT__1535657179678113.jpg" } }, { "scene_token": "ea4c42715ae24b0b952c57a9af1e7731", "frame_token": "c542c9df7bab4a1fb5b23a856a143d9e", "question_type": "robust_qas", "question": "In this scenario under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of objects. To the front left, there is a black motorhome moving left (). Directly in front, a black SUV is moving forward (). Behind, a black sedan is also moving (). A gray sedan is stationary to the front left (), and a pedestrian wearing black pants is moving to the front right (). The saturation makes it challenging to discern finer details of the environment.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-16-55-0400__CAM_FRONT__1535657179662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_LEFT__1535657179654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-16-55-0400__CAM_FRONT_RIGHT__1535657179670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-16-55-0400__CAM_BACK__1535657179687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-16-55-0400__CAM_BACK_LEFT__1535657179697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. H256 ABR compression. C. Rain. D. Motion blur", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Sharp right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193257377893.jpg" } }, { "scene_token": "599c50b42e294116bd702c9e5cc830a3", "frame_token": "1f0482a12d6e4df3b93636c0fcb23831", "question_type": "robust_qas", "question": "In this scenario under saturation 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, making it challenging to discern details. A black car is moving to the front right of the ego vehicle at coordinates . A black SUV is moving to the front left at . A person is riding a motorcycle directly in front at . Behind the ego vehicle, there is a white zebra crossing at . The saturation affects visibility, requiring careful attention to these key objects.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193257362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193257354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193257370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193257387545.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193257397423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193257377893.jpg" } }, { "scene_token": "1d4db80d13f342aba4881b38099bc4b7", "frame_token": "bd063ae874da437ab0db3e2137be5d15", "question_type": "robust_qas", "question": "What is the current type of corruption?: A. Bright. B. Saturate. C. H256 ABR compression. D. Sensor failure", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation 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": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Moderate left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility. To the front left, a person is riding a motorcycle (). A red car is also moving in the same direction (). Behind the ego vehicle, there is a brown SUV (). A traffic light with a green light is visible ahead (). The saturation makes it challenging to distinguish colors and details, but the key objects are still identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-50-34+0800__CAM_FRONT__1531886121912465.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_LEFT__1531886121904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-50-34+0800__CAM_FRONT_RIGHT__1531886121920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-50-34+0800__CAM_BACK__1531886121937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-50-34+0800__CAM_BACK_LEFT__1531886121947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. C. Bright. D. Motion blur", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated lighting 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, and despite the saturated lighting, it is turning left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated lighting conditions? Those objects will be considered for the future reasoning and driving decision.", "answer": "There is an orange bus to the front right of the ego vehicle, a black commercial vehicle to the back of the ego vehicle, a silver sedan to the front of the ego vehicle, a red car to the front of the ego vehicle, and a please pass sign to the front of the ego vehicle. The IDs of these objects are , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated lighting conditions?", "answer": "No, Explanation: The object is an orange bus, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated lighting conditions?", "answer": "Moderate right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_BACK_RIGHT__1542194076677893.jpg" } }, { "scene_token": "faa975eaad804c85bd8f2da9b30c8d9a", "frame_token": "99bcb06196bb4974bd600b4fc553caad", "question_type": "robust_qas", "question": "In this scenario under saturated lighting 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": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated lighting conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting visibility. An orange bus is moving to the front right of the ego vehicle at coordinates . A black commercial vehicle is moving behind the ego vehicle at coordinates . A silver sedan is moving ahead at coordinates . A red car is stationary in front of the ego vehicle at coordinates . A 'please pass' sign is visible ahead at coordinates . The saturation makes it challenging to distinguish these objects clearly.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-19-09-14+0800__CAM_FRONT__1542194076662460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_LEFT__1542194076654844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-19-09-14+0800__CAM_FRONT_RIGHT__1542194076670339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-19-09-14+0800__CAM_BACK__1542194076687525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-19-09-14+0800__CAM_BACK_LEFT__1542194076697423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. H256 ABR compression. B. Fog. C. Saturate. D. Bit error", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 to the left, and the saturation does not affect its movement direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, and saturation does not change its category.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 the ego vehicle is getting to the next possible location under saturated 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 bicycle lane at right camera. The object is a traffic sign, so the ego vehicle should turn right. Secondly notice black car at left camera. The object is turning left, so the ego vehicle should turn right. Thirdly notice black small car at left rear camera. The object is stationary, so the ego vehicle should turn right.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Turn right, decelerate gradually without braking.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of colors and details. To the front left, there is a black car moving, identified at coordinates . To the back left, a stationary black small car is positioned at . A white bicycle lane is visible to the front right at . The saturation makes it challenging to distinguish finer details, but the key objects remain identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-15-26-58-0400__CAM_FRONT__1537299484612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_LEFT__1537299484604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-15-26-58-0400__CAM_FRONT_RIGHT__1537299484620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-15-26-58-0400__CAM_BACK__1537299484637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-15-26-58-0400__CAM_BACK_LEFT__1537299484647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Fog. C. Sensor failure. D. H256 ABR compression", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 despite the saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 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 , , , and . The saturated conditions may affect visibility.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "No such action will lead to a collision. Explanation: The white SUV is stationary and behind the ego vehicle, so no collision is likely.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of objects and colors. To the back of the ego vehicle, there is a stationary white SUV. To the front right, a white motorhome is stationary. Directly in front, a black sedan is moving ahead, and a red light is visible. The saturation makes it challenging to distinguish between objects and their surroundings, potentially impacting the ego vehicle's perception and decision-making.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-43-59-0400__CAM_FRONT__1537296522512404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_LEFT__1537296522504799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-43-59-0400__CAM_FRONT_RIGHT__1537296522520482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-43-59-0400__CAM_BACK__1537296522537558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-43-59-0400__CAM_BACK_LEFT__1537296522547405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Fog. C. Bright. D. Motion blur", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 saturated lighting conditions, making it appear more vibrant but still identifiable as turning left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a green bus, not a traffic sign or road barrier, despite the saturated colors.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, enhancing the colors of all visible elements. To the back of the ego vehicle, there is a green bus moving, identified as . In front, a pedestrian in black pants is walking, marked as . A convex mirror is also visible in front, identified as . To the back left, a red sign is present, marked as . The saturation makes these objects more vibrant but still recognizable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985171262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985171254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985171270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985171287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985171297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Zoom blur. B. Sensor failure. C. Saturate. D. Dark", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Considering the saturated conditions, what is the moving status of object ? 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 despite the saturation, it is turning left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Under the saturated 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 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 the context of saturation, is 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Considering the saturated 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 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Under saturated conditions, 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Considering the saturation, what actions could the ego vehicle take based on ? 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects. A white truck is moving in front of the ego vehicle at coordinates (0.0674, 0.4167). Another white truck is moving behind the ego vehicle at coordinates (0.2672, 0.5504). A green light is visible at the front at coordinates (0.7051, 0.3099). The saturation makes it challenging to distinguish finer details, but the main objects are still identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729512612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729512604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729512620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729512637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729512647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Zoom blur. B. Saturate. C. H256 ABR compression. D. JPEG compression", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, and it is moving, likely turning left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting visibility. To the back of the ego vehicle, there is a stationary white sedan car at coordinates . Another white sedan is stationary in front of the ego vehicle at . A moving black SUV is located at the back with coordinates . Additionally, a red and white truck is stationary in front of the ego vehicle at . The saturation makes it challenging to distinguish between objects and background.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537289816662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537289816654811.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537289816670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537289816689759.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537289816697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. Saturate. C. Bright. D. Color quant", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 to the left, and the saturated conditions do not affect its movement direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, and the saturated conditions do not change its identification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290667778113.jpg" } }, { "scene_token": "58af378ff68b49c99aabf320dca1ee25", "frame_token": "307e92d2e2e74d2095fee2527c96af1d", "question_type": "robust_qas", "question": "In this scenario under saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Decelerate gradually without braking.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is affected by saturated conditions, causing colors to appear overly bright and details to be less distinct. A black sedan is moving to the left in front of the ego vehicle at coordinates . A white sedan is stationary in front of the ego vehicle at coordinates . Another black sedan is stationary to the front left of the ego vehicle at coordinates . Despite the saturation, the vehicles are identifiable, and the road markings are visible, though slightly distorted.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290667762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290667754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290667770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290667787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290667797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Fog. C. Color quant. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 the saturation does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728870378113.jpg" } }, { "scene_token": "26540bfbab79463cb1ba76b52ec6013b", "frame_token": "ba5c79c2ee1a4985b871f13e6c29cc49", "question_type": "robust_qas", "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under saturated 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 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, and saturation does not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535728870378113.jpg" } }, { "scene_token": "26540bfbab79463cb1ba76b52ec6013b", "frame_token": "ba5c79c2ee1a4985b871f13e6c29cc49", "question_type": "robust_qas", "question": "In this scenario under saturated conditions, 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility of colors and details. The road is lined with construction barriers on both sides, and there are buildings in the background. A white SUV is moving ahead at coordinates , another white SUV is behind the ego vehicle at , and a white sedan is also ahead at . Despite the saturation, the vehicles' positions and movements are discernible.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728870362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728870354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728870370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728870387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728870397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. Fog. C. Saturate. D. Color quant", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated lighting 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 to the right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated lighting? 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated lighting conditions?", "answer": "No, Explanation: The object is a yellow sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated lighting 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_BACK_RIGHT__1538033794277893.jpg" } }, { "scene_token": "c34206e65a1442828b950b0ca52098b7", "frame_token": "10a4d313c9d24514be3b9679b20d0f5d", "question_type": "robust_qas", "question": "In this scenario with saturated lighting, what are safe actions to take for the ego vehicle?", "answer": "Decelerate gradually without braking, keep going at the same speed, slightly offset to the left.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated lighting. Include both general description and key objects and their positions.", "answer": "The scene is brightly colored due to saturation, making it challenging to discern details. A yellow sedan is moving ahead at coordinates . A stationary man wearing light blue jeans is positioned at . Behind the ego vehicle, a gray sedan is stationary at , and a white van is moving at . The road is lined with trees and residential buildings, creating a suburban environment.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-27-15-33-17+0800__CAM_FRONT__1538033794262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_LEFT__1538033794254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-27-15-33-17+0800__CAM_FRONT_RIGHT__1538033794270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-27-15-33-17+0800__CAM_BACK__1538033794287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-27-15-33-17+0800__CAM_BACK_LEFT__1538033794297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Fog. B. Saturate. C. Color quant. D. H256 ABR compression", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturation does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a blue car, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment appears highly saturated, affecting the color perception of the scene. There is a blue car turning right at the front of the ego vehicle, located at coordinates . A silver sedan is moving straight ahead, positioned at . Behind the ego vehicle, a white sedan is also moving straight, located at . The saturation makes it challenging to distinguish finer details, but the overall layout and movement of vehicles remain clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107660512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107660504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107660520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107660537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107660547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. B. Saturate. C. Motion blur. D. Fog", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and despite the saturation, it is turning left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for future reasoning and driving decisions.", "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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 approaching the next location under saturated 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 parking sign at front camera; the object is a traffic sign, so the ego vehicle should continue ahead at the same speed. Secondly notice that gray sedan at front camera; the object is turning left, so the ego vehicle should continue ahead at the same speed. Thirdly notice that white SUV at back camera; the object is going ahead, so the ego vehicle should continue ahead at the same speed.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "No action taken by the ego vehicle will lead to a collision with .", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility. To the front of the ego vehicle, there is a gray sedan turning left, located at coordinates . Behind the ego vehicle, a white SUV is moving straight, positioned at . A parking sign is visible in front of the ego vehicle at . The saturation makes it challenging to distinguish colors and details, but the key objects remain identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107676362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107676354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107676370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107676387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107676397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Zoom blur. B. Saturate. C. JPEG compression. D. Rain", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and despite the saturation, it is still turning right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Brake gently to a stop or continue at the same speed.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of colors and details. To the front left, there is a stationary silver sedan located at coordinates . Directly in front, a black sedan is moving and turning right at coordinates . To the front right, a red car remains stationary at coordinates . The saturation makes it challenging to distinguish finer details, but the positions and statuses of these vehicles are clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280309912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280309904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280309920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280309937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280309947428.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. B. Zoom blur. C. Saturate. D. Snow", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is an orange-red bus, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerating and going straight can lead to a collision with .", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, making visibility challenging. An orange-red bus is moving ahead in front of the ego vehicle, positioned at coordinates . To the front left, a pedestrian wearing a green shirt is walking, located at . On the front right, a black small car is moving, positioned at . The saturation affects the clarity of these objects, requiring careful attention from the ego vehicle.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193266412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193266404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193266420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193266437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193266447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. JPEG compression. C. Rain. D. Fog", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708377028113.jpg" } }, { "scene_token": "9e7d5adad1514dd79292e9318b7a443c", "frame_token": "71eb8dbcd81c4844b81e4e40d7c3a017", "question_type": "robust_qas", "question": "What are the important objects in the current scene under saturation 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 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708377028113.jpg" } }, { "scene_token": "9e7d5adad1514dd79292e9318b7a443c", "frame_token": "71eb8dbcd81c4844b81e4e40d7c3a017", "question_type": "robust_qas", "question": "What is the moving status of object under saturation conditions? 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 under saturated lighting conditions, which might affect visibility.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708377028113.jpg" } }, { "scene_token": "9e7d5adad1514dd79292e9318b7a443c", "frame_token": "71eb8dbcd81c4844b81e4e40d7c3a017", "question_type": "robust_qas", "question": "Is a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier, despite the saturated lighting.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708377028113.jpg" } }, { "scene_token": "9e7d5adad1514dd79292e9318b7a443c", "frame_token": "71eb8dbcd81c4844b81e4e40d7c3a017", "question_type": "robust_qas", "question": "What actions could the ego vehicle take based on under saturation 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": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708377028113.jpg" } }, { "scene_token": "9e7d5adad1514dd79292e9318b7a443c", "frame_token": "71eb8dbcd81c4844b81e4e40d7c3a017", "question_type": "robust_qas", "question": "What actions taken by the ego vehicle can lead to a collision with under saturation conditions?", "answer": "Sharp left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting visibility and color perception. A gray sedan is moving in front of the ego vehicle, positioned at coordinates . To the back left, a stationary gray-green sedan is located at . A pedestrian, a man wearing khaki pants, is moving to the front right at . Behind the ego vehicle, a light gray sedan is stationary at . A red light is visible in front of the ego vehicle at . The saturation makes it challenging to distinguish between objects and their colors.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708377012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708377004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708377020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708377037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708377047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Fog. C. Saturate. D. Dark", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, unaffected by the saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a stationary pedestrian, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Moderate left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more intense and potentially obscuring finer details. A person in a gray shirt is stationary at the back of the ego vehicle. A silver sedan is moving ahead in front of the ego vehicle. A white sedan and a black sedan are both moving at the back of the ego vehicle. To the front left, a white SUV is also moving. The saturation may affect the visibility of these objects, but their positions remain clear: , , , , .", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-56-46-0400__CAM_FRONT__1535731384762404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_LEFT__1535731384754799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-56-46-0400__CAM_FRONT_RIGHT__1535731384770482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-56-46-0400__CAM_BACK__1535731384787558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-56-46-0400__CAM_BACK_LEFT__1535731384797405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Rain. C. Bit error. D. Bright", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg" } }, { "scene_token": "e71f69d57d944b6cb0ffc516a88b6104", "frame_token": "6bfbe35d2a46497e8acd48b21be72f06", "question_type": "robust_qas", "question": "What are the important objects in the current scene under saturated conditions? Those objects will be considered for future reasoning and driving decisions.", "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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg" } }, { "scene_token": "e71f69d57d944b6cb0ffc516a88b6104", "frame_token": "6bfbe35d2a46497e8acd48b21be72f06", "question_type": "robust_qas", "question": "What is the moving status of object under saturated 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 white SUV moving under saturated conditions, turning left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg" } }, { "scene_token": "e71f69d57d944b6cb0ffc516a88b6104", "frame_token": "6bfbe35d2a46497e8acd48b21be72f06", "question_type": "robust_qas", "question": "What object should the ego vehicle notice first when approaching the next location under saturated 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 white SUV at the right rear camera. The object is turning left, so the ego vehicle should continue ahead at the same speed. Secondly, notice the object unable to confirm at the back camera. The object is going ahead, so the ego vehicle should continue ahead at the same speed. Thirdly, notice the unknown object at the back camera. The object is stationary, so the ego vehicle should continue ahead at the same speed.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg" } }, { "scene_token": "e71f69d57d944b6cb0ffc516a88b6104", "frame_token": "6bfbe35d2a46497e8acd48b21be72f06", "question_type": "robust_qas", "question": "Is a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg" } }, { "scene_token": "e71f69d57d944b6cb0ffc516a88b6104", "frame_token": "6bfbe35d2a46497e8acd48b21be72f06", "question_type": "robust_qas", "question": "What actions could the ego vehicle take based on under saturated 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg" } }, { "scene_token": "e71f69d57d944b6cb0ffc516a88b6104", "frame_token": "6bfbe35d2a46497e8acd48b21be72f06", "question_type": "robust_qas", "question": "In this scenario under saturated 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility. The road ahead is dimly lit, with a white SUV visible to the back right of the ego vehicle at coordinates . An unknown object is stationary at the back of the vehicle at coordinates . Another object, unable to confirm, is moving at the back at coordinates . The surroundings are dark, with limited visibility due to the saturation effect.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193172427893.jpg" } }, { "scene_token": "04061484361145f5ac6f90a5103b84a6", "frame_token": "1bd11478010c476da4dad2c10168f811", "question_type": "robust_qas", "question": "What is the current type of corruption?: A. Rain. B. Fog. C. Saturate. D. H256 ABR compression", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, but saturation may affect visibility.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier, though saturation might obscure details.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107762927893.jpg" } }, { "scene_token": "04061484361145f5ac6f90a5103b84a6", "frame_token": "1bd11478010c476da4dad2c10168f811", "question_type": "robust_qas", "question": "In this scenario under saturation conditions, 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": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is affected by saturation, causing colors to appear overly bright and details to be less distinct. A gray sedan is moving ahead at coordinates . A stationary white sedan is positioned at . Behind, another white sedan is moving at . A man with a red hat is moving at . A green light is visible at . The saturation makes it challenging to discern these objects clearly.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107762912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107762904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107762920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107762937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107762947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Color quant. B. Dark. C. Snow. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect? Those objects will be considered for future reasoning and driving decisions.", "answer": "There is a gray sedan car to the front of the ego vehicle, a white sedan car to the front left of the ego vehicle, a white sedan to the back of the ego vehicle, a worker wearing a yellow safety helmet to the front left of the ego vehicle, a green light to the front right of the ego vehicle, and a green light to the front of the ego vehicle. The IDs of these objects are , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, and despite the saturation, it is moving ahead.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a gray sedan car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_BACK_RIGHT__1533107764427893.jpg" } }, { "scene_token": "04061484361145f5ac6f90a5103b84a6", "frame_token": "23f212b3c76f4daebe7516b317f59442", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering saturation? 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": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more vivid and potentially obscuring finer details. To the front, a gray sedan car is moving ahead, positioned at coordinates . To the front left, a stationary white sedan car is visible at . Behind, another white sedan is moving, located at . A worker wearing a yellow safety helmet is moving to the front left at . Two green traffic lights are visible, one to the front right at and another directly in front at .", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-15-10-21+0800__CAM_FRONT__1533107764412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_LEFT__1533107764404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-15-10-21+0800__CAM_FRONT_RIGHT__1533107764420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-15-10-21+0800__CAM_BACK__1533107764437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-15-10-21+0800__CAM_BACK_LEFT__1533107764447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Color quant. B. Motion blur. C. Saturate. D. Dark", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerate and go straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537296993378113.jpg" } }, { "scene_token": "76b36918bd4c487581a4196ffd1b1434", "frame_token": "acbf365ee227415b9e6377da815edd41", "question_type": "robust_qas", "question": "In this scenario under saturated conditions, 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": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making it challenging to distinguish objects clearly. To the front of the ego vehicle, there is a white sedan car moving left, positioned at coordinates . Behind the ego vehicle, a stationary white sedan is located at . A blue SUV is stationary at the front right, at . A black SUV is moving ahead at , and a black pickup truck is moving to the front left at . A red traffic light is visible at . The saturation affects the visibility of these objects.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537296993362404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537296993354799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537296993370482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537296993387558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537296993397405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. B. Color quant. C. Bit error. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 appears orange, indicating it is turning left.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: the object is moving and appears orange, which is not typical for traffic signs or road barriers.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_BACK_RIGHT__1531884538377893.jpg" } }, { "scene_token": "c075fbdd97124beaba95bc5c25149f30", "frame_token": "007cbcb1390c440fb48baf3478d1b529", "question_type": "robust_qas", "question": "In this scenario with saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment appears highly saturated, affecting the visibility of colors and details. To the front of the ego vehicle, there is an orange object moving, identified as . Behind the vehicle, a blue object is moving, identified as . A stationary purple object is also in front, identified as . To the front left, a stationary pink object is present, identified as . Lastly, a moving brown object is behind the vehicle, identified as . The saturation makes it challenging to distinguish between these objects and their surroundings.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-18-34+0800__CAM_FRONT__1531884538362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_LEFT__1531884538354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-18-34+0800__CAM_FRONT_RIGHT__1531884538370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-18-34+0800__CAM_BACK__1531884538387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-18-34+0800__CAM_BACK_LEFT__1531884538397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. Saturate. C. JPEG compression. D. Zoom blur", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions, which may affect visibility.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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, 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 , , , , and . Saturation may affect the visibility of these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerate and go straight. Saturation may affect the perception of distance and speed.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Keep going at the same speed, decelerate gradually without braking. Saturation may affect visibility, so caution is advised.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects and colors. A white truck is moving ahead of the ego vehicle at coordinates . Behind the ego vehicle, there is an orange truck at and a red truck at . A stationary white SUV is located at , and a black sedan is stationary to the front right at . The saturation may obscure finer details and alter color perception.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-01-15-52-19-0400__CAM_FRONT__1533153459862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_LEFT__1533153459854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-01-15-52-19-0400__CAM_FRONT_RIGHT__1533153459870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-01-15-52-19-0400__CAM_BACK__1533153459887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-01-15-52-19-0400__CAM_BACK_LEFT__1533153459897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. B. Motion blur. C. Saturate. D. Zoom blur", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions, which may affect visibility.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and . Saturation may affect the clarity of these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985594277893.jpg" } }, { "scene_token": "773e6b4f990f4044bed5ea7036ea7c3b", "frame_token": "f5a6ae68835e475b89d287144cf18057", "question_type": "robust_qas", "question": "In this scenario with saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Keep going at the same speed, decelerate gradually without braking. Saturation may affect the visibility of road conditions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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. Saturation may affect the perception of distance.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is affected by saturation, causing colors to appear more intense and potentially obscuring some details. A black sedan is moving behind the ego vehicle at coordinates . A man in a green shirt is moving to the front left at . Another black SUV is behind at , and a black sedan is in front at . Trees and buildings are visible, but their details are less distinct due to the saturation effect.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985594262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985594254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985594270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985594287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985594297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. C. Rain. D. Bright", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a gray sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of colors and details. To the back right of the ego vehicle, there is a stationary gray sedan located at coordinates . Directly behind the ego vehicle, a green bus is moving and turning left at coordinates . In front of the vehicle, a left turn landmark line is visible at coordinates . The overall scene is vibrant, with trees and buildings appearing in exaggerated colors.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985165612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985165604864.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985165620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985165637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985165647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. H256 ABR compression. B. Bit error. C. Zoom blur. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 turning left, and the saturation does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for the future reasoning and driving decision.", "answer": "There is a white small car to the front of the ego vehicle, a red small car to the front right of the ego vehicle, and a red light to the front of the ego vehicle. The IDs of these objects are , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708595678113.jpg" } }, { "scene_token": "22daa579e9d54040b3f76a4eeef3a587", "frame_token": "ffef59aafdc441ae8ae760d946964a5c", "question_type": "robust_qas", "question": "What object should the ego vehicle notice first when the ego vehicle is getting to the next possible location under saturated 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 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": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white small car, not a traffic sign or road barrier, and saturation does not change its category.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Slight right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is urban with buildings on both sides of the street. The saturation makes colors appear more intense, which could affect visibility. A white small car is stationary in front of the ego vehicle at coordinates . A red small car is moving to the front right at coordinates . A red light is visible at the front at coordinates . The road is busy with multiple vehicles, and pedestrians are visible on the sidewalks.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708595662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708595654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708595671013.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708595687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708595697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Color quant. B. Rain. C. Saturate. D. Dark", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and the saturation does not change its direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black SUV, and saturation does not change its category.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708062628113.jpg" } }, { "scene_token": "87a71839e68b46da8e91fb5f21b50c1c", "frame_token": "d09b0b7070c54ec6ab0554fa10268ed8", "question_type": "robust_qas", "question": "In this scenario under saturated conditions, 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": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more vivid and potentially obscuring finer details. To the back of the ego vehicle, there is a stationary black SUV located at coordinates . In front of the ego vehicle, a moving white sedan is positioned at , and a stationary gray sedan is at . Another moving black sedan is located at . A traffic light is visible at . The saturation affects the visibility of these objects, but their positions remain clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708062612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708062604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708062620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708062637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708062647405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708062628113.jpg" } }, { "scene_token": "73030fb67d3c46cfb5e590168088ae39", "frame_token": "8de7ec06e1ac48c689c4d24d6cc64fd7", "question_type": "robust_qas", "question": "What is the current type of corruption?: A. Sensor failure. B. Bright. C. Dark. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation? 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation? Please select the correct answer from the following options: A. Turn right. B. Going ahead. C. Turn left.", "answer": "A, Explanation: The object is a black sedan moving in the direction of turning right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation?", "answer": "No, Explanation: The object is a blue and white truck, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation, 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": "./Saturate/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation can lead to a collision with ?", "answer": "Sharp right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects. To the front of the ego vehicle, there is a stationary blue and white truck located at coordinates . Behind the ego vehicle, a black sedan is moving at coordinates , and a blue sedan is also moving at coordinates . A black traffic light is positioned to the front right of the ego vehicle at coordinates . The saturation makes it challenging to distinguish colors and details, requiring careful attention to object positions and movements.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-18-11-07-57+0800__CAM_FRONT__1531883531912467.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_LEFT__1531883531904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-18-11-07-57+0800__CAM_FRONT_RIGHT__1531883531920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-18-11-07-57+0800__CAM_BACK__1531883531937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-18-11-07-57+0800__CAM_BACK_LEFT__1531883531947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. C. Saturate. D. Bright", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290306928113.jpg" } }, { "scene_token": "5c76a3728b8b4d02ae20bd69fb928aa1", "frame_token": "abfad6a00c194660abc85b9a1f215190", "question_type": "robust_qas", "question": "What is the moving status of object under saturated 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 to the right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290306928113.jpg" } }, { "scene_token": "5c76a3728b8b4d02ae20bd69fb928aa1", "frame_token": "abfad6a00c194660abc85b9a1f215190", "question_type": "robust_qas", "question": "What are the important objects in the current scene under saturated 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 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Is a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290306928113.jpg" } }, { "scene_token": "5c76a3728b8b4d02ae20bd69fb928aa1", "frame_token": "abfad6a00c194660abc85b9a1f215190", "question_type": "robust_qas", "question": "What actions taken by the ego vehicle can lead to a collision with under saturated conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_BACK_RIGHT__1537290306928113.jpg" } }, { "scene_token": "5c76a3728b8b4d02ae20bd69fb928aa1", "frame_token": "abfad6a00c194660abc85b9a1f215190", "question_type": "robust_qas", "question": "In this scenario under saturated 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": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more intense and potentially obscuring details. A white truck is moving behind the ego vehicle at coordinates . Another white truck is stationary to the front right at . A pedestrian wearing gray clothes is moving to the back right at . A stationary white truck is also behind at . A black sedan is moving in front at , and a green light is visible at . The saturation may affect the visibility of these objects.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-12-53-31-0400__CAM_FRONT__1537290306912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_LEFT__1537290306904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-12-53-31-0400__CAM_FRONT_RIGHT__1537290306920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-12-53-31-0400__CAM_BACK__1537290306937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-12-53-31-0400__CAM_BACK_LEFT__1537290306947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. B. Fog. C. Bright. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 under saturation conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, even under saturation conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Slight right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making it challenging to distinguish objects clearly. A black car is moving ahead in the front view, positioned at coordinates . A white sedan is moving behind the ego vehicle, located at . To the front left, a white business vehicle is moving, identified at . Additionally, there is an unclear object in the front view at . The saturation affects the visibility of these objects, complicating the perception and decision-making processes.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800525012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800525004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800525020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800525037528.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800525047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. JPEG compression. B. Color quant. C. Snow. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 under saturated lighting conditions, which may affect visibility.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white sedan, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 saturated conditions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_BACK_RIGHT__1542800521427893.jpg" } }, { "scene_token": "567fcd99d0dc4fa088f52b047f4ebdcf", "frame_token": "bf0bb329b6db4de395d61f138c9e0eaf", "question_type": "robust_qas", "question": "In this scenario with saturated 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 due to saturation.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making it challenging to distinguish between objects and their surroundings. A white sedan is moving ahead of the ego vehicle at coordinates . A black car is also ahead at . Behind the ego vehicle, a white sedan car is moving at . A traffic light is visible at . The saturation affects the clarity of these objects, requiring careful attention.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800521412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800521404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800521420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800521437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800521447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. H256 ABR compression. C. Snow. D. Dark", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation effect? 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturation effect? 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 saturation, it is turning right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier considering the saturation effect?", "answer": "No, Explanation: The object is a blue sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 the saturation effect? What is the state of the object that is first noticed by the ego vehicle and what action should the ego vehicle take? What object should the ego vehicle notice second when the ego vehicle is getting to the next possible location? What is the state of the object perceived by the ego vehicle as second and what action should the ego vehicle take? What object should the ego vehicle notice third? What is the state of the object perceived by the ego vehicle as third and what action should the ego vehicle take?", "answer": "Firstly, notice orange bicycle at right camera. It is stationary, so the ego vehicle should continue ahead at the same speed. Secondly, notice blue sedan at back camera. It is turning left, so the ego vehicle should continue ahead at the same speed. Thirdly, notice pedestrian on the roadside at front camera. It is turning right, so the ego vehicle should continue ahead at the same speed.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturation effect? 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": "./Saturate/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_BACK_RIGHT__1533113026377893.jpg" } }, { "scene_token": "d90b94e8bfd446cd9407f48665122268", "frame_token": "786371ca58704994aa3c3e6ca593ee92", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of colors and details. To the back of the ego vehicle, there is a blue sedan moving, identified at coordinates . In front, a pedestrian is moving along the roadside, located at . To the front right, an orange bicycle is stationary, positioned at . The saturation makes it challenging to distinguish finer details, but the key objects remain identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-16-41-59+0800__CAM_FRONT__1533113026362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_LEFT__1533113026354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-16-41-59+0800__CAM_FRONT_RIGHT__1533113026370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-16-41-59+0800__CAM_BACK__1533113026387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-16-41-59+0800__CAM_BACK_LEFT__1533113026397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Dark. C. Motion blur. D. Bit error", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation? 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation? 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, and despite the saturation, it is turning right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation?", "answer": "No, Explanation: The object is a black small car, not a traffic sign or road barrier, even under saturation.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation? 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": "./Saturate/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation, 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": "./Saturate/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of colors and details. To the front of the ego vehicle, there is a black small car moving, located at coordinates . A pedestrian wearing black clothes is moving to the front right, positioned at . Two white lines are visible on the road, at and . The saturation makes it challenging to distinguish between different elements, but key objects are still identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-22-45+0800__CAM_FRONT__1532402734412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_LEFT__1532402734404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-22-45+0800__CAM_FRONT_RIGHT__1532402734420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-22-45+0800__CAM_BACK__1532402734437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-22-45+0800__CAM_BACK_LEFT__1532402734447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Fog. C. Dark. D. Bit error", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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, and it is turning right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a white sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "No action taken by the ego vehicle will lead to a collision with .", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting visibility and color perception. A white sedan is moving to the front right of the ego vehicle, positioned at coordinates . Directly in front, a black SUV is moving, located at . Behind the ego vehicle, a black sedan is also moving, positioned at . The saturation makes it challenging to distinguish finer details, but the general layout and movement of vehicles are discernible.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193395362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193395354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193395370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193395387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193395397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. H256 ABR compression. C. Bright. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_BACK_RIGHT__1532662086377893.jpg" } }, { "scene_token": "c74a3a7265ae45f99f65628fbd7cd2a4", "frame_token": "f81205e1d792497cba901c08e7812dc6", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 turning right despite the saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_BACK_RIGHT__1532662086377893.jpg" } }, { "scene_token": "c74a3a7265ae45f99f65628fbd7cd2a4", "frame_token": "f81205e1d792497cba901c08e7812dc6", "question_type": "robust_qas", "question": "In this scenario under saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment appears highly saturated, with colors intensified, making it challenging to distinguish between objects. A white SUV is moving at the back of the ego vehicle, positioned at coordinates <0.5583, 0.5463>. A stationary bicycle is located in front of the ego vehicle at coordinates <0.3786, 0.6222>. The road ahead is relatively empty, providing a clear path for the ego vehicle, noted at coordinates <0.5937, 0.6243>. Despite the saturation, the road layout and surrounding trees are visible, though their colors are exaggerated.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-24-31+0800__CAM_FRONT__1532662086362460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_LEFT__1532662086354844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-24-31+0800__CAM_FRONT_RIGHT__1532662086370339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-24-31+0800__CAM_BACK__1532662086387525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-24-31+0800__CAM_BACK_LEFT__1532662086397423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Rain. C. Sensor failure. D. H256 ABR compression", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Given the saturated conditions, what is the moving status of object ? 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.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Under the saturated 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 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg", "CAM_BACK_RIGHT": "./Saturate/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 the saturated environment, is a traffic sign or a road barrier?", "answer": "No, Explanation: The object is a white van, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Considering the saturated conditions, what actions could the ego vehicle take based on ? Why take this action and what's the probability?", "answer": "The action is to decelerate gradually without braking. The reason for taking this action is to avoid a collision, with a high probability.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_BACK_RIGHT__1538985277277893.jpg" } }, { "scene_token": "034256c9639044f98da7562ef3de3646", "frame_token": "c1101ac46cac4d18af91afc641e6bc58", "question_type": "robust_qas", "question": "In this scenario with saturated visuals, 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility. To the front of the ego vehicle, there is a white van moving to the right at coordinates and a stationary white SUV at . Behind the ego vehicle, a black car is moving at and a white bus is stationary at . To the back left, a white truck is stationary at . The saturation makes it challenging to discern finer details.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985277262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985277254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985277270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985277287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985277297425.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. H256 ABR compression. C. Color quant. D. Snow", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects and colors. To the back of the ego vehicle, there is a stationary black sedan located at coordinates . Another vehicle, a gray sedan, is moving and positioned at . To the front left, a yellow construction vehicle is stationary at . The saturation makes it challenging to distinguish finer details, but the general layout of the scene remains identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-27-11-48-51-0400__CAM_FRONT__1535385060162664.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_LEFT__1535385060154799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-27-11-48-51-0400__CAM_FRONT_RIGHT__1535385060170482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-27-11-48-51-0400__CAM_BACK__1535385060187558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-27-11-48-51-0400__CAM_BACK_LEFT__1535385060197405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Color quant. B. Dark. C. Saturate. D. Bit error", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation? 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation? 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": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation?", "answer": "No, Explanation: The object is a stationary black car.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_BACK_RIGHT__1537845294777893.jpg" } }, { "scene_token": "1319a9c0288f4ff9ae32d3f33b3bae17", "frame_token": "8bd5aa0baee94145bb20b13f43dbc1f3", "question_type": "robust_qas", "question": "In this scenario under saturation, 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": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility. To the back of the ego vehicle, there is a stationary black car at coordinates and a gray sedan at . To the back left, a white sedan is stationary at . In front, a moving black sedan is at , and a red light is visible at . The saturation makes it challenging to discern finer details.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845294762460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845294754844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845294770339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845294787525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845294797423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Zoom blur. B. H256 ABR compression. C. Saturate. D. Snow", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867373878113.jpg" } }, { "scene_token": "892ed06c432448fe87ecb5d31756f14a", "frame_token": "62ac9e73d0eb4c7a9b537384270efb2f", "question_type": "robust_qas", "question": "Considering the saturated visual 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 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturated 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 to the right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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": "Under the saturated conditions, is a traffic sign or a road barrier?", "answer": "No, Explanation: The object is a silver pickup truck, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_BACK_RIGHT__1534867373878113.jpg" } }, { "scene_token": "892ed06c432448fe87ecb5d31756f14a", "frame_token": "62ac9e73d0eb4c7a9b537384270efb2f", "question_type": "robust_qas", "question": "In this scenario with saturated visuals, 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": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions can lead to a collision with ?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is visually saturated, making it challenging to distinguish between objects and their surroundings. A silver pickup truck is moving behind the ego vehicle, positioned at coordinates . A stationary black SUV is located to the front left at . Pedestrians in blue and white checkered clothes are moving to the front right at . Additionally, a red light is visible to the back at . The saturated colors make it difficult to perceive the exact details of the scene.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867373862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867373854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867373870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867373887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867373897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Dark. C. Motion blur. D. Rain", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 moving to the right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a silver truck, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility and color perception. To the back of the ego vehicle, there is a silver truck moving, identified at coordinates . In front, a black sedan is stationary at . A woman wearing blue jeans is moving to the front right at . The saturation makes it challenging to distinguish between objects and the background, requiring careful attention to movement and positioning.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-21-11-53-44-0400__CAM_FRONT__1534867371912404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_LEFT__1534867371904799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-21-11-53-44-0400__CAM_FRONT_RIGHT__1534867371920482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-21-11-53-44-0400__CAM_BACK__1534867371937558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-21-11-53-44-0400__CAM_BACK_LEFT__1534867371947405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Bit error. C. Rain. D. Snow", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 the saturated conditions do not affect its direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 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 , , , and . The saturated conditions may make these objects less distinct but do not change their importance.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white sedan car, and the saturated conditions do not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 scenario under saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Brake gently to a stop, slightly offset to the left. The saturated conditions may reduce visibility, so extra caution is advised.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 can lead to a collision with under saturated conditions?", "answer": "Back up. The saturated conditions may make it harder to judge distances, increasing the risk of collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, causing colors to appear more intense and potentially obscuring finer details. To the back of the ego vehicle, there is a stationary white sedan car at coordinates . In front, a white truck is moving at . To the back left, a black sedan car is moving at . To the front right, a white motorhome is moving at . The saturated conditions may affect the visibility of these objects, requiring careful attention.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-41-50-0400__CAM_FRONT__1537292827012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_LEFT__1537292827004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-41-50-0400__CAM_FRONT_RIGHT__1537292827020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-41-50-0400__CAM_BACK__1537292827037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-41-50-0400__CAM_BACK_LEFT__1537292827047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. JPEG compression. B. Bright. C. Saturate. D. Bit error", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions? Those objects will be considered for future reasoning and driving decisions.", "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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 moving and the saturation does not affect its direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black business car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerating and going straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, making colors appear more vivid and potentially obscuring finer details. To the front right, there is a stationary black business car (). Directly in front, a white and blue SUV is stationary (). Behind the ego vehicle, a white SUV is moving (). To the back left, a white truck is stationary (). To the front left, a white business vehicle is stationary (). A red light is visible in front ().", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535728919862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535728919854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535728919870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535728919887928.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535728919897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Zoom blur. B. Motion blur. C. H256 ABR compression. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 saturation does not affect its direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a black sedan, not a traffic sign or road barrier, and saturation does not change its category.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making it challenging to discern details. The environment includes a black sedan to the front right of the ego vehicle, positioned at coordinates . Behind the ego vehicle, there is a black car at and another black sedan car at . A green light is visible in front of the ego vehicle at . Despite the saturation, these objects remain identifiable, though their colors and details are less distinct.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-21-19-38-26+0800__CAM_FRONT__1542800545012460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_LEFT__1542800545004844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-21-19-38-26+0800__CAM_FRONT_RIGHT__1542800545020339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-21-19-38-26+0800__CAM_BACK__1542800545037525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-21-19-38-26+0800__CAM_BACK_LEFT__1542800545047423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Zoom blur. C. Bright. D. Snow", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation conditions? Those objects will be considered for future reasoning and driving decisions.", "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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a gray business vehicle, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_BACK_RIGHT__1532708439878113.jpg" } }, { "scene_token": "0053e9c440a94c1b84bd9c4223efc4b0", "frame_token": "0dc8558714314cce961af9e7de403517", "question_type": "robust_qas", "question": "In this scenario under saturation conditions, what are safe actions to take for the ego vehicle?", "answer": "Turn right, brake gently to stop.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions can lead to a collision with ?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation conditions. Include both general description and key objects and their positions.", "answer": "The scene is saturated, making colors appear more intense and potentially obscuring some details. A gray business vehicle is moving behind the ego vehicle, while a white truck is positioned to the front right. A gray short-sleeved pedestrian stands to the front right, and a brown pants pedestrian is moving directly in front. A black car is stationary to the front right, and a black sedan is stationary in front of the ego vehicle. The saturation may affect the visibility of these objects, requiring careful attention.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-07-27-12-07-38-0400__CAM_FRONT__1532708439862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_LEFT__1532708439854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-07-27-12-07-38-0400__CAM_FRONT_RIGHT__1532708439870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-07-27-12-07-38-0400__CAM_BACK__1532708439887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-07-27-12-07-38-0400__CAM_BACK_LEFT__1532708439897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. C. Rain. D. Motion blur", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and the saturation does not affect its direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions? Those objects will be considered for the future reasoning and driving decision.", "answer": "There is a red car to the back right of the ego vehicle, a person riding a black motorcycle to the back left of the ego vehicle, a white truck to the back left of the ego vehicle, and a white sedan to the front right of the ego vehicle. The IDs of these objects are , , , and . The saturation does not obscure these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a red car, and saturation does not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_BACK_RIGHT__1538986223277893.jpg" } }, { "scene_token": "212fd4c9c9174635a7ec76051c8eec9e", "frame_token": "f694bb78aa7c47b98e6bd2ad1b2329f0", "question_type": "robust_qas", "question": "In this scenario under saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Turn right and decelerate gradually without braking are safe actions for the ego vehicle in this scenario. The saturation does not affect the safety of these actions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "No action taken by the ego vehicle will lead to a collision with . The saturation does not change this outcome.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is saturated, causing colors to appear more vivid and potentially obscuring finer details. Key objects include a red car moving to the back right of the ego vehicle at coordinates <0.8854, 0.5806>, a person on a black motorcycle moving to the back left at <0.1021, 0.6861>, a white truck moving to the back left at <0.7464, 0.5047>, and a white sedan moving to the front right at <0.2667, 0.5547>. Despite the saturation, the positions and movements of these objects remain discernible.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986223262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986223254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986223270356.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986223287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986223297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. B. Color quant. C. Saturate. D. Bright", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 under saturated lighting conditions, which may affect visibility.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and . The saturated conditions may affect the visibility of these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a stationary pedestrian, a man with a backpack, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Keep going at the same speed and change to the right lane. Saturated conditions may require extra caution due to reduced visibility.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 the stationary pedestrian, even under saturated conditions. The probability is high.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, affecting the visibility and color perception of the environment. Key objects include a stationary man with a backpack to the front right (coordinates: 0.2562, 0.5797), a moving white pickup truck to the back (coordinates: 0.3495, 0.5814), a stationary white sedan to the front (coordinates: 0.2526, 0.6797), and a man riding a bicycle to the front left (coordinates: 0.8766, 0.6574). The saturation may cause difficulty in distinguishing these objects from the background.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-28-16-16-48-0400__CAM_FRONT__1535488286662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_LEFT__1535488286654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-28-16-16-48-0400__CAM_FRONT_RIGHT__1535488286670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-28-16-16-48-0400__CAM_BACK__1535488286687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-28-16-16-48-0400__CAM_BACK_LEFT__1535488286697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Motion blur. C. Saturate. D. Fog", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg" } }, { "scene_token": "e329b73341204af7a9de29e65291ce1c", "frame_token": "8a622afe1c5c4ef0b8ceb9addf736137", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturation effect? 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturation condition? Please select the correct answer from the following options: A. Turn right. B. Turn left. C. Going ahead.", "answer": "A, Explanation: The object is a black car moving to the right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under the saturation effect?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_BACK_RIGHT__1537290878278113.jpg" } }, { "scene_token": "e329b73341204af7a9de29e65291ce1c", "frame_token": "8a622afe1c5c4ef0b8ceb9addf736137", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects. A black car is moving behind the ego vehicle at coordinates (0.3239, 0.5889). A blue pickup truck is stationary to the back left at coordinates (0.4942, 0.6787). In front of the ego vehicle, a red car is stationary at coordinates (0.0370, 0.7203), and a white sedan is stationary to the front left at coordinates (0.4255, 0.7314). The saturation makes it challenging to distinguish between different colors and shapes, requiring careful attention to object positions.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-13-10-39-0400__CAM_FRONT__1537290878262404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_LEFT__1537290878254804.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-13-10-39-0400__CAM_FRONT_RIGHT__1537290878270482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-13-10-39-0400__CAM_BACK__1537290878287558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-13-10-39-0400__CAM_BACK_LEFT__1537290878297405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. H256 ABR compression. B. Saturate. C. Zoom blur. D. JPEG compression", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a white SUV, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Brake suddenly.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation conditions, what are safe actions to take for the ego vehicle?", "answer": "Turn right, decelerate gradually without braking.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects. A white SUV is positioned at the back of the ego vehicle, moving to the right. A man wearing white clothes is located at the back right, moving forward. Another man, wearing black clothes, is stationary at the back left. The saturation makes it challenging to distinguish finer details, but the general layout of the scene remains discernible.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-27-11-36-48+0800__CAM_FRONT__1532663026912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_LEFT__1532663026904844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-27-11-36-48+0800__CAM_FRONT_RIGHT__1532663026920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-27-11-36-48+0800__CAM_BACK__1532663026937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-27-11-36-48+0800__CAM_BACK_LEFT__1532663026947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bright. B. Bit error. C. JPEG compression. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a blue SUV, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 scenario with saturated conditions, 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": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility. To the back of the ego vehicle, there is a blue SUV moving, located at coordinates . To the front left, a stationary white van is present at . Directly in front, a pedestrian wearing a white shirt is moving at . Another moving vehicle, a black sedan, is at the back at . The saturation makes it challenging to distinguish finer details of the scene.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-15-52-24+0800__CAM_FRONT__1538985576412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_LEFT__1538985576404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-15-52-24+0800__CAM_FRONT_RIGHT__1538985576420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-15-52-24+0800__CAM_BACK__1538985576437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-15-52-24+0800__CAM_BACK_LEFT__1538985576447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Sensor failure. C. Bit error. D. H256 ABR compression", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg" } }, { "scene_token": "84f4c0747550493f959595dae6785cd3", "frame_token": "d100b9b08be9440498d7abf933732f5f", "question_type": "robust_qas", "question": "What are the important objects in the current scene considering the saturation effect? 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under the saturated 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 saturated conditions, which may affect visibility.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under the saturated conditions?", "answer": "No, Explanation: The object is a yellow and white bus, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 considering the saturation effect?", "answer": "Back up.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_BACK_RIGHT__1535729275028113.jpg" } }, { "scene_token": "84f4c0747550493f959595dae6785cd3", "frame_token": "d100b9b08be9440498d7abf933732f5f", "question_type": "robust_qas", "question": "In this scenario with saturation, 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": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects and scene elements. A yellow and white bus is moving behind the ego vehicle, positioned at coordinates . A walking person is located to the front left at . Behind the ego vehicle, a black sedan is moving at , and another walking person is at . A black car is positioned to the back left at , and a silver sedan is moving at . The saturation makes it challenging to distinguish these objects clearly.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-31-11-19-57-0400__CAM_FRONT__1535729275012404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_LEFT__1535729275004799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-31-11-19-57-0400__CAM_FRONT_RIGHT__1535729275020482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-31-11-19-57-0400__CAM_BACK__1535729275037558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-31-11-19-57-0400__CAM_BACK_LEFT__1535729275047405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. JPEG compression. C. H256 ABR compression. D. Snow", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a white sedan car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Accelerating and going straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is affected by saturation, causing colors to appear more intense and potentially obscuring details. A white sedan car is moving ahead in front of the ego vehicle at coordinates . To the front right, a blue sedan is moving at , and another white sedan is at . A white van is also moving ahead at . A red traffic light is visible at , indicating the need for caution.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-03-15-00-36+0800__CAM_FRONT__1533280042612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_LEFT__1533280042604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-03-15-00-36+0800__CAM_FRONT_RIGHT__1533280042620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-03-15-00-36+0800__CAM_BACK__1533280042637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-03-15-00-36+0800__CAM_BACK_LEFT__1533280042647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Rain. C. Snow. D. Bit error", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: the object is a white sedan car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_BACK_RIGHT__1537297072878113.jpg" } }, { "scene_token": "6b6a24b7ae6b40ee95d60918f7f4cb2e", "frame_token": "c042a09f7f3a4585b253e29552117b45", "question_type": "robust_qas", "question": "In this scenario with saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Brake gently to a stop.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "No such action will lead to a collision.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility. To the front right, there is a white sedan car moving (coordinates: 0.0172, 0.6203). Behind the ego vehicle to the right, a black sedan is moving (coordinates: 0.5005, 0.7630). Directly behind, a black car is stationary (coordinates: 0.5526, 0.7037). In front, a truck is stationary (coordinates: 0.2484, 0.5444), and a red light is visible (coordinates: 0.5467, 0.3571). The saturation makes it challenging to distinguish these objects clearly.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-09-18-14-54-39-0400__CAM_FRONT__1537297072862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_LEFT__1537297072854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-09-18-14-54-39-0400__CAM_FRONT_RIGHT__1537297072870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-09-18-14-54-39-0400__CAM_BACK__1537297072887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-09-18-14-54-39-0400__CAM_BACK_LEFT__1537297072897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Rain. B. Saturate. C. JPEG compression. D. Motion blur", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 moving in a right turn state.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a green construction vehicle, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more intense and potentially obscuring finer details. In front of the ego vehicle, there is a green construction vehicle positioned at coordinates . A silver van is also visible at coordinates , and a white sedan is moving at coordinates . The road is lined with barriers, and the surrounding buildings and trees appear vibrant due to the saturation effect.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402045862460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402045854844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402045870339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402045887525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402045897423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. Motion blur. C. JPEG compression. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 to the right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation conditions?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, making colors appear more intense and potentially obscuring finer details. A white truck is moving behind the ego vehicle, positioned at coordinates . A stationary white sedan is located to the front left at . Another stationary brown car is behind the ego vehicle at , and a white sedan is stationary to the back left at . The saturation may affect the visibility of road markings and signs.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-06-15-06-32-0400__CAM_FRONT__1533582489662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_LEFT__1533582489654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-06-15-06-32-0400__CAM_FRONT_RIGHT__1533582489670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-06-15-06-32-0400__CAM_BACK__1533582489687563.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-06-15-06-32-0400__CAM_BACK_LEFT__1533582489697408.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Zoom blur. C. Rain. D. Color quant", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and the saturation does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , , and . The saturation may affect the visibility but not the identification.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, and saturation does not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Keep going at the same speed, decelerate gradually without braking. Saturation may affect visibility, so maintaining speed and caution is advised.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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. Saturation does not affect the decision-making regarding this object.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is saturated, causing colors to appear more intense and potentially affecting visibility. Key objects include a black car at the back right (0.3781, 0.7686), a white sedan at the front right (0.2234, 0.7194), a black sedan at the front left (0.8271, 0.7436), a moving black sedan at the back (0.4000, 0.6102), a white and yellow commercial vehicle at the front right (0.4229, 0.7398), and a white sedan at the front left (0.5964, 0.7444). Despite the saturation, the positions and statuses of these vehicles remain identifiable.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845613262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845613254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845613270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845613287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845613297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Zoom blur. B. Saturate. C. Color quant. D. Snow", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a pedestrian, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerate and go straight can lead to a collision with .", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects. In front of the ego vehicle, there are two pedestrians wearing black pants, identified at coordinates and . A stationary gray sedan is located at , and a black sedan is positioned at . To the front left, a red and white cone bucket is visible at . Behind the vehicle, a stationary black car is located at . The saturation makes it challenging to distinguish between different objects and their colors.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-25-11-10-38+0800__CAM_FRONT__1537845625612460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_LEFT__1537845625604844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-25-11-10-38+0800__CAM_FRONT_RIGHT__1537845625620339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-25-11-10-38+0800__CAM_BACK__1537845625637525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-25-11-10-38+0800__CAM_BACK_LEFT__1537845625647423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Snow. B. Rain. C. JPEG compression. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and the saturation does not affect its movement.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and . The saturation does not obscure these objects.", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a person on a motorcycle, and saturation does not change its classification.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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. Saturation does not affect the sequence of noticing these objects.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions, what are safe actions to take for the ego vehicle?", "answer": "Turn left and continue at the same speed. The saturation does not affect the safety of these actions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerating and going straight. The saturation does not change the risk of these actions.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the color perception of the scene. Key objects include a person wearing black clothes riding a red motorcycle at coordinates , a blue sedan moving at coordinates , and a red car moving at coordinates . Despite the saturation, these objects remain identifiable and their positions are clear.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-07-24-11-13-19+0800__CAM_FRONT__1532402020262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_LEFT__1532402020254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-07-24-11-13-19+0800__CAM_FRONT_RIGHT__1532402020270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-07-24-11-13-19+0800__CAM_BACK__1532402020287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-07-24-11-13-19+0800__CAM_BACK_LEFT__1532402020297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Saturate. B. Rain. C. JPEG compression. D. Motion blur", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and despite the saturation, it is turning right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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.", "tag": [ 3 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a silver sedan, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions, 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": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Slight left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects and colors. A silver sedan is moving ahead in the front view, located at coordinates . Another silver sedan is moving to the front right, positioned at . Behind the ego vehicle, a blue sedan is stationary at . The saturation makes it challenging to distinguish finer details, but the general layout of the road and vehicles is still discernible.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-30-15-52-26-0400__CAM_FRONT__1535659017612404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_LEFT__1535659017604799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-30-15-52-26-0400__CAM_FRONT_RIGHT__1535659017620482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-30-15-52-26-0400__CAM_BACK__1535659017637558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-30-15-52-26-0400__CAM_BACK_LEFT__1535659017647405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Motion blur. B. Color quant. C. Saturate. D. Bright", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation 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 moving in the direction of turning right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturation 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": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturation conditions?", "answer": "Moderate left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation 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": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturation. Include both general description and key objects and their positions.", "answer": "The scene is heavily saturated, making colors appear more intense and potentially obscuring some details. To the front of the ego vehicle, there is a person riding a motorcycle. A gray minivan is moving behind the ego vehicle. On the front left, a black SUV is stationary, and a white motorhome is also stationary in front of the ego vehicle. The saturation may affect the visibility of these objects, but their positions are crucial for navigation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573648662404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573648654799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573648670482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573648687558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573648697405.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Bit error. B. Fog. C. Color quant. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 turning right.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerating and going straight can lead to a collision with .", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of objects and colors. A white truck is moving ahead at coordinates . A person wearing yellow clothes is moving behind the vehicle at . A gray SUV is also moving behind at . Another person wearing yellow clothes is positioned at the front right at . The saturation makes it challenging to distinguish between objects and background.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-08-01-17-13-57+0800__CAM_FRONT__1533115172412460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_LEFT__1533115172404844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-08-01-17-13-57+0800__CAM_FRONT_RIGHT__1533115172420339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-08-01-17-13-57+0800__CAM_BACK__1533115172437525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-08-01-17-13-57+0800__CAM_BACK_LEFT__1533115172447423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Motion blur. B. Snow. C. Zoom blur. D. Saturate", "answer": "D. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated lighting 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 , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated lighting 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 under saturated lighting conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated lighting conditions?", "answer": "No, Explanation: The object is a white truck, not a traffic sign or road barrier, even under saturated lighting conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_BACK_RIGHT__1542193513527893.jpg" } }, { "scene_token": "e12dee10fe2545e4ab88459ed4268bc6", "frame_token": "f0efd0739e564fa69c2802faaba20a78", "question_type": "robust_qas", "question": "In this scenario with saturated lighting 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated lighting 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": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated lighting conditions. Include both general description and key objects and their positions.", "answer": "The scene is affected by saturated lighting, making it challenging to perceive details clearly. A white truck is moving in front of the ego vehicle at coordinates . A pedestrian in black short sleeves is crossing the road in front of the vehicle at . Another pedestrian wearing a white shirt is visible to the front left at . Behind the ego vehicle, there is a stationary sedan at . The saturated lighting affects visibility, especially in areas with bright artificial lights.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-11-14-18-57-54+0800__CAM_FRONT__1542193513512460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_LEFT__1542193513504844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-11-14-18-57-54+0800__CAM_FRONT_RIGHT__1542193513520339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-11-14-18-57-54+0800__CAM_BACK__1542193513537525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-11-14-18-57-54+0800__CAM_BACK_LEFT__1542193513547423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Dark. B. Saturate. C. Zoom blur. D. Bright", "answer": "B. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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, and the saturation does not change its direction.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 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 , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier, and saturation does not alter its identity.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Slight right turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting the visibility of colors and details. 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 at (0.4207, 0.6254). Behind the ego vehicle, an orange car is moving at (0.4863, 0.6850). Two cyclists are to the front left, one at (0.1151, 0.5426) and the other at (0.7604, 0.5469). The saturation makes it challenging to distinguish finer details of the scene.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-10-08-16-03-24+0800__CAM_FRONT__1538986179262460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_LEFT__1538986179254844.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-10-08-16-03-24+0800__CAM_FRONT_RIGHT__1538986179270339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-10-08-16-03-24+0800__CAM_BACK__1538986179287525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-10-08-16-03-24+0800__CAM_BACK_LEFT__1538986179297423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Sensor failure. B. Color quant. C. Saturate. D. Zoom blur", "answer": "C. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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 despite the saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a silver truck, not a traffic sign or road barrier, even under saturated conditions.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Slight left turn.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility and color perception. To the front, there is a stationary silver truck at coordinates . A pedestrian wearing a helmet is stationary at the front left, located at . Behind the ego vehicle, a silver sedan is moving and turning right at . The road is surrounded by trees and greenery, which appear distorted due to the saturation.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n015-2018-09-26-11-17-24+0800__CAM_FRONT__1537932330912460.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_LEFT__1537932330904846.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n015-2018-09-26-11-17-24+0800__CAM_FRONT_RIGHT__1537932330920339.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n015-2018-09-26-11-17-24+0800__CAM_BACK__1537932330937525.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n015-2018-09-26-11-17-24+0800__CAM_BACK_LEFT__1537932330947423.jpg", "CAM_BACK_RIGHT": "./Saturate/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. Fog. C. Dark. D. Motion blur", "answer": "A. Saturate", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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 , , , , , and .", "tag": [ 2 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 a traffic sign or a road barrier under saturated conditions?", "answer": "No, Explanation: The object is a black car, not a traffic sign or road barrier.", "tag": [ 0 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 under saturated conditions?", "answer": "Accelerate and go straight.", "tag": [ 1 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated 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": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg", "CAM_BACK_RIGHT": "./Saturate/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 saturated conditions. Include both general description and key objects and their positions.", "answer": "The environment is heavily saturated, affecting visibility and color perception. To the front of the ego vehicle, there is a black car moving to the right at coordinates . A white sedan is stationary at . Behind the ego vehicle, a gray sedan is stationary at . To the front right, a grey SUV is stationary at , and a white commercial vehicle is at . A red light is visible at . The saturation makes it challenging to distinguish between objects and their surroundings.", "tag": [ 4 ], "image_path": { "CAM_FRONT": "./Saturate/CAM_FRONT/n008-2018-08-29-16-04-13-0400__CAM_FRONT__1535573823862404.jpg", "CAM_FRONT_LEFT": "./Saturate/CAM_FRONT_LEFT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_LEFT__1535573823854799.jpg", "CAM_FRONT_RIGHT": "./Saturate/CAM_FRONT_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_FRONT_RIGHT__1535573823870482.jpg", "CAM_BACK": "./Saturate/CAM_BACK/n008-2018-08-29-16-04-13-0400__CAM_BACK__1535573823887558.jpg", "CAM_BACK_LEFT": "./Saturate/CAM_BACK_LEFT/n008-2018-08-29-16-04-13-0400__CAM_BACK_LEFT__1535573823897405.jpg", "CAM_BACK_RIGHT": "./Saturate/CAM_BACK_RIGHT/n008-2018-08-29-16-04-13-0400__CAM_BACK_RIGHT__1535573823878113.jpg" } } ]