2026
RiskProp: Collision-Anchored Self-Supervised Risk Propagation For Early Accident Anticipation
CVPR 2026
Accident anticipation aims to predict impending collisions from dashcam videos and trigger early alerts. Existing methods rely on binary supervision with manually annotated "anomaly onset" frames, which are subjective and inconsistent, leading to inaccurate risk estimation. In contrast, we propose R