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Found 2 papers, 1 papers with code
Abductive Ego-View Accident Video Understanding for Safe Driving Perception
This model involves a contrastive interaction loss to learn the pair co-occurrence of normal, near-accident, accident frames with the corresponding text descriptions, such as accident reasons, prevention advice, and accident categories.
Cognitive Accident Prediction in Driving Scenes: A Multimodality Benchmark
In particular, the text description provides a dense semantic description guidance for the primary context of the traffic scene, while the driver attention provides a traction to focus on the critical region closely correlating with safe driving.
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