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InfoResearchPeer-reviewed
ADVersa: Abductive Driving Accident Video Understanding
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Summary
The paper presents ADVersa, a framework that infers plausible visual and textual explanations for absent near-crash scenes in driving accident videos. It introduces MM-AU, a dataset of 11,727 in-the-wild accident videos with aligned text descriptions, 2.23 million object boxes, and 58,650 video-based accident cause text pairs. The authors report that ADVersa outperforms state-of-the-art methods on tasks including near-crash frame recovery, frame prediction, cause reasoning, and video synthesis.