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Author

Ahmed Dawod

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Conference Jul 2026

Unified Accident Anticipation and Explainable Report Generation via Self-Supervised Vision-Conditioned Language Modeling

Accident anticipation from dashcam videos is essential for advanced driver-assistance systems, yet existing methods often provide limited interpretability beyond a risk score. We propose a unified multi-task framework that jointly performs frame-level incident anticipation, accident category recognition, and structured...

Ahmed Dawod, Mohammed Ibrahum, Alakroot Muhab et al. · 0 citations

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