Mayur Kulkarni

Reason or Recite: Complementary Specialists with an LLM Judge for Traffic Anomaly Reasoning

Road anomalies such as collisions, violations, and sudden hazards demand more from video understanding than detection: a practical system must verify what happened, describe the scene, and explain the cause. We find these competences pull in opposite directions for vision-language models: closed-form questions reward p...