Preprint
Aug 2026
Zero-Shot Traffic Accident Detection via a Coarse-to-Fine VLM-Tracking Pipeline
Traffic surveillance cameras capture accidents continuously, yet converting raw CCTV footage into structured event records that pinpoint when, where, and what type of collision occurred remains unsolved at scale. The ACCIDENT @ CVPR benchmark evaluates exactly this joint prediction under a strict constraint: no labeled...
Dipit Saha, Shahruz Mannan, Mohammad Raihan Rashid et al.
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