Temporal saliency masks computed from inter-frame differences guide gradient updates and augmentation in a uni-level video dataset distillation framework, achieving state-of-the-art results on MiniUCF, HMDB51, Kinetics-400, and SSv2.
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Temporal Saliency-Guided Distillation: A Scalable Framework for Distilling Video Datasets
Temporal saliency masks computed from inter-frame differences guide gradient updates and augmentation in a uni-level video dataset distillation framework, achieving state-of-the-art results on MiniUCF, HMDB51, Kinetics-400, and SSv2.