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Review Open access Sep 2026

A Survey of Multi-Model Collaboration in Video Understanding

The rapid development of multimodal foundation models has shifted video understanding from perception-centered recognition toward more general semantic interpretation, reasoning, and decision-making over dynamic visual content. As video understanding tasks increasingly require fine-grained perception, long-range tempor...

Yi Chen, Jian-Wei Zhang, Lei Zhang et al. · 0 citations
Jul 2026

Few-Shot Open-Set Audio Classification via Transductive Prototype Refinement and Class Logit Enhancement

Few-shot Open-set audio classification requires classifying query samples from known classes with a few labeled support samples while rejecting query samples from unknown classes. Transductive inference jointly observes the full unlabeled query set to improve prototype estimation, yet standard transductive updates do n...

Tianyan Deng, Yanxiong Li, Rui Gao et al. · 0 citations

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