10 types of car accidents
10M (approximate) well-annotated frames
3 risk factors (low/medium/high)
Fully cover all weather conditions
We classify the risk factor based on the driver’s reactions
High: Panic behavior, turning the steering wheel quickly, and obviously braking behavior
Medium: Slight Panic but no significant behavior, braking
● Low: Slightly braking only, no other behaviors
(Left) Change lanes
(Middle) Rear-end Collision
(Right) Skidding
Time:Afternoon, Morning, Night, and Others
Weather:Sunny, Rain, Cloudy, and Others
Road type:Freeway, Surface street
Risky Factor:High, Medium, Low
Duration of Annotated Video:4-5 seconds
Resolution :640*480 - 1920*1080
Self-collision,Slide, Flat tire, Dodge vehicle, slam on the bakes, rear-end collision, Dodge vehicle, Change lines, Tire dropped.
Change lines,Self-collision,rear-end collision,turn around,run a red light .
High Risk: 12
Middle Risk: 36
Low Risk: 250
High Risk: 62
Middle Risk: 54
Low Risk: 186