Self-supervised Video Representation Learning by Uncovering Spatio-temporal Statistics

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Abstract:

This paper proposes a novel pretext task to address the self-supervised video representation learning problem. Specifically, given an unlabeled video clip, we compute a series of spatio-temporal statistical summaries, such as the spatial location and dominant direction of the largest motion, the spatial location and dominant color of th...More

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