video_path
stringclasses 287
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stringclasses 6
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stringclasses 7
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stringlengths 39
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stringclasses 4
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|---|---|---|---|---|
./VRU_videos/CAP_DATA/VRU_1.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. sunny day, B. cloudy night, C. stormy day, D. rainy evening
|
A
|
./VRU_videos/CAP_DATA/VRU_1.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. urban, B. suburban, C. coastal, D. rural
|
D
|
./VRU_videos/CAP_DATA/VRU_1.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. local, B. express, C. arterials, D. alley
|
C
|
./VRU_videos/CAP_DATA/VRU_1.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. ego-car hits a crossing pedestrian, B. pedestrian was hit by surrounding vehicle, C. bicycle crashes into a wall, D. motorcycle skids on wet road
|
A
|
./VRU_videos/CAP_DATA/VRU_1.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Pedestrian does not notice the coming vehicles when crossing the street., B. Cyclist does not notice the coming vehicles when crossing the street., C. Another vehicle ran a red light unexpectedly., D. Cyclist does not notice the coming vehicles when crossing the street.
|
A
|
./VRU_videos/CAP_DATA/VRU_1.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Drivers should slow down and yield at zebra crossings, B. Pedestrians should always look both ways before crossing the street, C. Bus drivers should check their mirrors more frequently at traffic lights, D. Motorcyclists should wear brighter clothing to improve visibility on the road
|
B
|
./VRU_videos/CAP_DATA/VRU_2.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. cloudy evening, B. stormy afternoon, C. rainy morning, D. sunny day
|
D
|
./VRU_videos/CAP_DATA/VRU_2.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. rural, B. urban, C. suburban, D. industrial
|
B
|
./VRU_videos/CAP_DATA/VRU_2.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. roundabout, B. crossroad, C. T-junction, D. dead-end
|
C
|
./VRU_videos/CAP_DATA/VRU_2.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. bicycle collides with parked car, B. motorcycle crashes into a tree, C. pedestrian was hit by surrounding vehicle, D. ego-car hits a crossing pedestrian
|
D
|
./VRU_videos/CAP_DATA/VRU_2.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. The ego-car's vision is blocked or blurred, and there is no time to brake, B.Cyclist does not notice the coming vehicles when crossing the street., C. poor road conditions caused the crash, D. Cyclist does not notice the coming vehicles when crossing the street.
|
A
|
./VRU_videos/CAP_DATA/VRU_2.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Cyclists should always wear helmets and use hand signals to communicate their intentions to other road users., B. Bus drivers should maintain a safe distance from other vehicles to prevent sudden collisions at busy intersections., C. Motorcyclists should always check their mirrors before making a turn to avoid accidents with pedestrians crossing unexpectedly., D. Ego-cars should slow down or honk their horns when they stop at intersections or trunk roads where their vision is blocked to prevent other vehicles or pedestrians from rushing out suddenly.
|
D
|
./VRU_videos/CAP_DATA/VRU_3.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. cloudy night, B. sunny day, C. stormy afternoon, D. rainy morning
|
B
|
./VRU_videos/CAP_DATA/VRU_3.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. rural, B. urban, C. mountain, D. coastal
|
B
|
./VRU_videos/CAP_DATA/VRU_3.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. intersection, B. highway, C. alley, D. cul-de-sac
|
A
|
./VRU_videos/CAP_DATA/VRU_3.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. car collides with a stationary vehicle, B. ego-car hits a crossing cyclist, C. pedestrian was hit by surrounding vehicle, D. ego-car hits a crossing pedestrian
|
D
|
./VRU_videos/CAP_DATA/VRU_3.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Cyclist does not notice the coming vehicles when crossing the street., B. Pedestrian runs the red light, C. Cyclist does not notice the coming vehicles when crossing the street., D. Distracted driver was texting while driving
|
B
|
./VRU_videos/CAP_DATA/VRU_3.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Cyclists should wear bright clothing to increase visibility, B. Pedestrians should follow traffic rules, C. Bus drivers should be trained to stop at all crosswalks, D. Motorists should avoid using their phones while driving
|
B
|
./VRU_videos/CAP_DATA/VRU_4.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. stormy evening, B. cloudy afternoon, C. sunny day, D. rainy morning
|
C
|
./VRU_videos/CAP_DATA/VRU_4.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. rural, B. urban, C. highway, D. beach
|
B
|
./VRU_videos/CAP_DATA/VRU_4.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. residential, B. highway, C. cul-de-sac, D. arterials
|
D
|
./VRU_videos/CAP_DATA/VRU_4.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. ego-car hits a crossing pedestrian, B. ego-car hits a crossing cyclist, C. pedestrian was hit by surrounding vehicle, D. motorcycle crashes into a wall
|
A
|
./VRU_videos/CAP_DATA/VRU_4.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Cyclist does not notice the coming vehicles when crossing the street., B. Another vehicle ran a red light, C. The ego-car's vision is blocked or blurred, and there is no time to brake, D. Road was slippery due to rain.
|
C
|
./VRU_videos/CAP_DATA/VRU_4.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Ego-cars should slow down or honk their horns when they stop at intersections or trunk roads where their vision is blocked to prevent other vehicles or pedestrians from rushing out suddenly., B. Bus drivers should always check their mirrors and signals before entering busy intersections to avoid collisions., C. Cyclists should wear reflective gear and use bright lights at night to make themselves more visible to other road users., D. Delivery vans should maintain a safe distance from the vehicle ahead and use caution when approaching pedestrian crossings.
|
A
|
./VRU_videos/CAP_DATA/VRU_5.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. cloudy day, B. stormy night, C. rainy afternoon, D. sunny day
|
D
|
./VRU_videos/CAP_DATA/VRU_5.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. rural, B. urban, C. suburban, D. coastal
|
A
|
./VRU_videos/CAP_DATA/VRU_5.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. local, B. arterials, C. alley, D. expressway
|
B
|
./VRU_videos/CAP_DATA/VRU_5.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. ego-car hits a crossing pedestrian, B. ego-car hits a crossing cyclist, C. pedestrian was hit by surrounding vehicle, D. motorcycle skids on wet road
|
A
|
./VRU_videos/CAP_DATA/VRU_5.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Cyclist does not notice the coming vehicles when crossing the street., B. Pedestrian does not notice the coming vehicles when crossing the street., C. Another vehicle ran a red light unexpectedly., D. Road was slippery due to rain
|
B
|
./VRU_videos/CAP_DATA/VRU_5.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Pedestrians should always look both ways before crossing the street, B. Motorcyclists should wear reflective gear to enhance visibility at crossings, C. Bicyclists should signal their intentions clearly when approaching intersections, D. Drivers should slow down and yield at zebra crossings
|
A
|
./VRU_videos/CAP_DATA/VRU_6.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. cloudy day, B. sunny day, C. stormy night, D. rainy afternoon
|
B
|
./VRU_videos/CAP_DATA/VRU_6.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. urban, B. rural, C. suburban, D. highway
|
C
|
./VRU_videos/CAP_DATA/VRU_6.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. residential, B. motorway, C. arterials, D. alley
|
A
|
./VRU_videos/CAP_DATA/VRU_6.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. car collides with a stationary vehicle, B. pedestrian was hit by surrounding vehicle, C. ego-car hits a crossing cyclist, D. ego-car hits a crossing pedestrian
|
D
|
./VRU_videos/CAP_DATA/VRU_6.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. The ego-car's vision is blocked or blurred, and there is no time to brake, B. Cyclist does not notice the coming vehicles when crossing the street., C. A mechanical failure occurred in the vehicle, D. The road was slippery due to recent rain
|
A
|
./VRU_videos/CAP_DATA/VRU_6.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Ego-cars should slow down or honk their horns when they stop at intersections or trunk roads where their vision is blocked to prevent other vehicles or pedestrians from rushing out suddenly., B. Delivery vans should use side mirrors more effectively to check for pedestrians before turning at intersections., C. Motorcyclists should maintain a safe distance from ego-cars to prevent sudden collisions in high-traffic areas., D. Bicyclists should always wear helmets and signal their turns to enhance visibility and safety at crossings.
|
A
|
./VRU_videos/CAP_DATA/VRU_7.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. cloudy evening, B. clear night, C. rainy afternoon, D. stormy night
|
B
|
./VRU_videos/CAP_DATA/VRU_7.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. rural, B. urban, C. suburban, D. industrial
|
B
|
./VRU_videos/CAP_DATA/VRU_7.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. local, B. highway, C. arterials, D. alley
|
C
|
./VRU_videos/CAP_DATA/VRU_7.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. ego-car hits a crossing pedestrian, B. ego-car hits a crossing cyclist, C. pedestrian was hit by surrounding vehicle, D. motorcycle crashes into a guardrail
|
A
|
./VRU_videos/CAP_DATA/VRU_7.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. The ego-car's vision is blocked or blurred, and there is no time to brake, B. Cyclist does not notice the coming vehicles when crossing the street., C. Road was slippery due to rain, D. Another vehicle ran a red light unexpectedly
|
A
|
./VRU_videos/CAP_DATA/VRU_7.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Cyclists should always wear bright colors and use reflectors to enhance their visibility at night., B. Ego-cars should slow down or honk their horns when they stop at intersections or trunk roads where their vision is blocked to prevent other vehicles or pedestrians from rushing out suddenly., C. Bus drivers should maintain a safe distance from the curb to allow pedestrians to cross without obstruction., D. Delivery vans should activate their hazard lights when parked near busy intersections to alert other road users.
|
B
|
./VRU_videos/CAP_DATA/VRU_8.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. cloudy evening, B. stormy afternoon, C. sunny day, D. rainy morning
|
C
|
./VRU_videos/CAP_DATA/VRU_8.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. rural, B. urban, C. mountainous, D. coastal
|
B
|
./VRU_videos/CAP_DATA/VRU_8.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. highway, B. arterials, C. cul-de-sac, D. alley
|
B
|
./VRU_videos/CAP_DATA/VRU_8.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. car collides with another vehicle, B. ego-car hits a crossing cyclist, C. ego-car hits a crossing pedestrian, D. pedestrian was hit by surrounding vehicle
|
C
|
./VRU_videos/CAP_DATA/VRU_8.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Cyclist does not notice the coming vehicles when crossing the street., B. Road was slippery due to rain., C. Another vehicle ran a red light unexpectedly., D. Pedestrian does not notice the coming vehicles when crossing the street.
|
D
|
./VRU_videos/CAP_DATA/VRU_8.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Drivers should slow down and yield crossing pedestrian, B. Bus drivers should maintain a safe distance from other vehicles, C. Pedestrians should always look both ways before crossing, D. Motorcyclists should wear protective gear while riding near crossings
|
A
|
./VRU_videos/CAP_DATA/VRU_9.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. cloudy day, B. stormy night, C. foggy evening, D. clear night
|
D
|
./VRU_videos/CAP_DATA/VRU_9.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. rural, B. urban, C. suburban, D. coastal
|
A
|
./VRU_videos/CAP_DATA/VRU_9.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. residential, B. motorway, C. alley, D. arterials
|
A
|
./VRU_videos/CAP_DATA/VRU_9.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. ego-car hits a crossing pedestrian, B. car collides with another vehicle, C. pedestrian was hit by surrounding vehicle, D. motorcycle skids on wet road
|
A
|
./VRU_videos/CAP_DATA/VRU_9.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. poor road conditions led to the accident, B. Cyclist does not notice the coming vehicles when crossing the street., C. The ego-car's vision is blocked or blurred, and there is no time to brake, D. Another vehicle ran a red light
|
C
|
./VRU_videos/CAP_DATA/VRU_9.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Motorcyclists should always wear reflective gear to increase their visibility at night while approaching intersections., B. Ego-cars should slow down or honk their horns when they stop at intersections or trunk roads where their vision is blocked to prevent other vehicles or pedestrians from rushing out suddenly., C. Delivery vans should regularly check their blind spots and signal before making turns to ensure pedestrian safety., D. Bus drivers should maintain a steady speed and avoid sudden stops near crowded areas to prevent unexpected accidents.
|
B
|
./VRU_videos/CAP_DATA/VRU_10.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. sunny day, B. cloudy day, C. stormy night, D. rainy night
|
A
|
./VRU_videos/CAP_DATA/VRU_10.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. rural, B. highway, C. urban, D. park
|
C
|
./VRU_videos/CAP_DATA/VRU_10.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. residential, B. highway, C. alley, D. arterials
|
D
|
./VRU_videos/CAP_DATA/VRU_10.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. car collides with another vehicle, B. pedestrian was hit by surrounding vehicle, C. ego-car hits a crossing pedestrian, D. motorcycle spills on a curve
|
C
|
./VRU_videos/CAP_DATA/VRU_10.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Cyclist does not notice the coming vehicles when crossing the street., B. The brakes failed unexpectedly during the drive, C. Road conditions were slippery, D. The ego-car's vision is blocked or blurred, and there is no time to brake
|
D
|
./VRU_videos/CAP_DATA/VRU_10.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Ego-cars should slow down or honk their horns when they stop at intersections or trunk roads where their vision is blocked to prevent other vehicles or pedestrians from rushing out suddenly., B. Truck drivers should maintain a safe distance from intersections to minimize sudden stops and collisions., C. Pedestrians should wear bright clothing when crossing roads to ensure they are visible to approaching vehicles., D. Rental cars should always use their headlights during the day to improve visibility at intersections and reduce accidents.
|
A
|
./VRU_videos/CAP_DATA/VRU_11.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. cloudy day, B. rainy evening, C. stormy night, D. sunny day
|
D
|
./VRU_videos/CAP_DATA/VRU_11.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. rural, B. urban, C. coastal, D. suburban
|
B
|
./VRU_videos/CAP_DATA/VRU_11.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. highway, B. intersection, C. alley, D. cul-de-sac
|
B
|
./VRU_videos/CAP_DATA/VRU_11.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. ego-car hits a crossing pedestrian, B. car collides with another vehicle, C. pedestrian was hit by surrounding vehicle, D. motorcycle skids on wet pavement
|
A
|
./VRU_videos/CAP_DATA/VRU_11.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Cyclist does not notice the coming vehicles when crossing the street., B. Ego-car does not notice the pedestrians when turning, C. Pedestrians were jaywalking unexpectedly, D. Road conditions were slippery
|
B
|
./VRU_videos/CAP_DATA/VRU_11.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. The speed of ego-cars should focus on the surrounding environment when turning, B. Truck drivers should maintain a safe distance when approaching turns, C. Motorcyclists should wear protective gear while navigating sharp corners, D. Pedestrians should always use crosswalks when crossing busy intersections
|
A
|
./VRU_videos/CAP_DATA/VRU_12.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. sunny day, B. snowy day, C. cloudy night, D. rainy evening
|
B
|
./VRU_videos/CAP_DATA/VRU_12.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. rural, B. suburban, C. remote, D. urban
|
D
|
./VRU_videos/CAP_DATA/VRU_12.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. highways, B. alleys, C. lanes, D. arterials
|
D
|
./VRU_videos/CAP_DATA/VRU_12.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. ego-car hits a crossing pedestrian, B. pedestrian was hit by surrounding vehicle, C. bicycle crashes into a lamppost, D. truck overturns on the highway
|
A
|
./VRU_videos/CAP_DATA/VRU_12.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. driver was speeding through a red light, B. Cyclist does not notice the coming vehicles when crossing the street., C. Ego-car driver is in distracted driving, D. poor road conditions led to the accident
|
C
|
./VRU_videos/CAP_DATA/VRU_12.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Passengers should avoid making loud noises that distract the driver, B. Motorcyclists should wear brighter clothing to enhance visibility, C. Bus drivers must ensure their vehicles are well-maintained to prevent breakdowns, D. Since the accident was caused by driver distraction, drive should focus on driving without any distraction
|
D
|
./VRU_videos/CAP_DATA/VRU_13.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. sunny evening, B. snowy day, C. cloudy evening, D. stormy night
|
B
|
./VRU_videos/CAP_DATA/VRU_13.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. rural, B. coastal, C. urban, D. mountainous
|
C
|
./VRU_videos/CAP_DATA/VRU_13.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. residential, B. arterials, C. motorway, D. dirt
|
B
|
./VRU_videos/CAP_DATA/VRU_13.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. ego-car collides with another vehicle, B. pedestrian was hit by surrounding vehicle, C. pedestrian trips on the sidewalk, D. ego-car hits a crossing pedestrian
|
D
|
./VRU_videos/CAP_DATA/VRU_13.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. poor road conditions led to the accident, B. Pedestrian does not notice the coming vehicles when crossing the street., C. Road conditions were slippery, D. Another vehicle ran a red light unexpectedly.
|
B
|
./VRU_videos/CAP_DATA/VRU_13.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Pedestrians should always look both ways before crossing the street, B. Drivers should slow down and yield at zebra crossings, C. Bus drivers should increase their speed to avoid traffic delays, D. Motorcyclists should wear bright clothing to be more visible to drivers
|
A
|
./VRU_videos/CAP_DATA/VRU_14.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. sunny day, B. cloudy morning, C. rainy evening, D. snowy day
|
D
|
./VRU_videos/CAP_DATA/VRU_14.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. rural, B. coastal, C. urban, D. mountainous
|
C
|
./VRU_videos/CAP_DATA/VRU_14.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. residential, B. alley, C. arterials, D. motorway
|
C
|
./VRU_videos/CAP_DATA/VRU_14.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. car collides with another vehicle, B. bicycle crashes into a guardrail, C. pedestrian was hit by surrounding vehicle, D. ego-car hits a crossing pedestrian
|
D
|
./VRU_videos/CAP_DATA/VRU_14.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Another vehicle ran a red light unexpectedly., B. Cyclist does not notice the coming vehicles when crossing the street., C. Pedestrian does not notice the coming vehicles when crossing the street., D. Road conditions were slippery
|
C
|
./VRU_videos/CAP_DATA/VRU_14.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Drivers should slow down and yield at zebra crossings, B. Pedestrians should always use crosswalks and look both ways, C. Bus drivers should maintain a safe distance from vehicles at intersections, D. Cyclists should wear helmets and signal before changing lanes
|
B
|
./VRU_videos/CAP_DATA/VRU_15.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. sunny day, B. cloudy evening, C. rainy night, D. snowy day
|
D
|
./VRU_videos/CAP_DATA/VRU_15.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. rural, B. suburban, C. urban, D. remote
|
C
|
./VRU_videos/CAP_DATA/VRU_15.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. highways, B. cul-de-sacs, C. arterials, D. alleys
|
C
|
./VRU_videos/CAP_DATA/VRU_15.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. car collides with another vehicle, B. ego-car hits a crossing pedestrian, C. bicycle hits a parked car, D. pedestrian was hit by surrounding vehicle
|
B
|
./VRU_videos/CAP_DATA/VRU_15.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Driver was speeding through the intersection., B. Pedestrian does not notice the coming vehicles when crossing the street., C. Road conditions were slippery, D. Another vehicle ran a red light unexpectedly.
|
B
|
./VRU_videos/CAP_DATA/VRU_15.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Pedestrians should always use crosswalks and look both ways before crossing, B. Drivers should slow down and yield at zebra crossings, C. Bus drivers need to maintain a safe distance from other vehicles at all times, D. Motorcyclists should signal their intentions clearly when approaching intersections
|
A
|
./VRU_videos/CAP_DATA/VRU_16.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. sunny afternoon, B. cloudy morning, C. stormy evening, D. rainy day
|
D
|
./VRU_videos/CAP_DATA/VRU_16.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. urban, B. coastal, C. rural, D. suburban
|
C
|
./VRU_videos/CAP_DATA/VRU_16.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. local, B. arterials, C. highway, D. cul-de-sac
|
B
|
./VRU_videos/CAP_DATA/VRU_16.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. car rear-ends another vehicle, B. pedestrian was hit by surrounding vehicle, C. motorcycle crashes into a wall, D. ego-car hits a crossing pedestrian
|
D
|
./VRU_videos/CAP_DATA/VRU_16.mp4
|
accident reason
|
Why did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Cyclist does not notice the coming vehicles when crossing the street., B. Road conditions were slippery, C. Another vehicle ran a red light unexpectedly, D. The ego-car's vision is blocked or blurred, and there is no time to brake
|
D
|
./VRU_videos/CAP_DATA/VRU_16.mp4
|
prevention method
|
How could this accident be prevented? Choose the correct option (A, B, C, or D) without any explanations.
|
A. Ego-cars should slow down or honk their horns when they stop at intersections or trunk roads where their vision is blocked to prevent other vehicles or pedestrians from rushing out suddenly., B. Truck drivers should always check their blind spots before merging onto highways to avoid accidents., C. Pedestrians should wear bright clothing at night to become more visible to approaching vehicles., D. Rental cars should be equipped with advanced sensors that alert drivers to nearby obstacles when reversing.
|
A
|
./VRU_videos/CAP_DATA/VRU_17.mp4
|
weather and light
|
What's the weather and lighting? Choose the correct option (A, B, C, or D) without any explanations.
|
A. cloudy day, B. rainy evening, C. sunny day, D. stormy night
|
C
|
./VRU_videos/CAP_DATA/VRU_17.mp4
|
location
|
Where did the accident happen? Choose the correct option (A, B, C, or D) without any explanations.
|
A. rural, B. urban, C. coastal, D. mountainous
|
B
|
./VRU_videos/CAP_DATA/VRU_17.mp4
|
road type
|
What type of road is shown? Choose the correct option (A, B, C, or D) without any explanations.
|
A. highway, B. cul-de-sac, C. arterials, D. overpass
|
C
|
./VRU_videos/CAP_DATA/VRU_17.mp4
|
accident type
|
What kind of accident occurred? Choose the correct option (A, B, C, or D) without any explanations.
|
A. ego-car hits a crossing pedestrian, B. car rear-ends another vehicle, C. bicycle collides with car, D. pedestrian was hit by surrounding vehicle
|
A
|
End of preview. Expand
in Data Studio
VRU-Accident: A Vision-Language Benchmark for Video Question Answering and Dense Captioning for Accident Scene Understanding
🛑 Overview
VRU-Accident is a large-scale vision-language benchmark designed to evaluate multimodal large language models (MLLMs) in traffic accident scenarios involving Vulnerable Road Users (VRUs), such as pedestrians and cyclists.
We provide:
- 1,000 real-world dashcam crash videos
- 6,000 multiple-choice VQA pairs across six safety-critical categories
- 1,000 dense crash scene descriptions
This benchmark uniquely focuses on understanding the causal, contextual, and preventive aspects of crashes involving VRUs.
📦 Benchmark Summary
| Task | Samples | Candidate Options | Unique Answers |
|---|---|---|---|
| VQA (6 categories) | 6,000 | 24,000 | ~3,400 |
| Dense Captioning | 1,000 | - | 1,000 |
🧠 Tasks
📌 Video Question Answering (VQA)
Each video includes 6 question-answer pairs with 1 correct answer and 3 contextually relevant counterfactuals.
VQA Categories:
- Weather & Light
- Traffic Environment
- Road Configuration
- Accident Type
- Accident Cause
- Accident Prevention Measure
📝 Dense Captioning
Each video is paired with a detailed, high-quality description capturing:
- Pedestrian/vehicle appearance
- Environmental context
- Weather condition
- Pedestrian/vehicle dynamics
- Spatial relationship between road users
- Detailed collision description
For more details about folder structure and evaluation, please visit our github repository.
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