Responsibility Distribution Estimation in Ego-View Accident Videos with Multimodal Large Language Models

Ryosei Tamura, Andrew Shin

Recent studies on multimodal traffic accident understanding have mainly relied on infrastructure-camera footage, satellite imagery, or structured crash records. However, such data…