Abstract: Highlights•A new temporal argument perspective for action recognition in videos.•A new pseudo occlusion strategy, emphasizing the real-world ill-posed problem.•A new framework captured the background auxiliary information and action regions.•A significance improvement both in argument and framework dimensions by our proposal.
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