Abstract: Highlights•Optimal Action Segment Assignment is proposed for Temporal Action Detection.•Optimal Action Segment Assignment removes the temporal prior.•ActionMixer is proposed to evaluate Optimal Action Segment Assignment.•ActionMixer achieves state-of-the-art performance on the popular benchmarks.
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