Author

Jun-Yang Zhang

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Preprint Aug 2026

Coverage-Driven Adaptive Keyframe Selection for Video Understanding

CSES is a training-free semantic keyframe selector that adaptively determines the numbers of frames to score and keyframes to select that formulates keyframe selection as a coverage problem that jointly accounts for semantic relevance, temporal redundancy, and visual redundancy.

Jun-Yang Zhang, Pu-Han Luo, Chenyu Tang et al. · 1 citation