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Renmin University of China
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Current video understanding models struggle with long-horizon robustness and non-speech audio, as revealed by the new OmniPro benchmark designed for comprehensive omni-modal proactive evaluation.
By explicitly modeling speech, SAVE leapfrogs existing audio-visual methods for video-text retrieval, achieving substantial gains over the state-of-the-art.
