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TP-LSM uses convolutional and linear levels to construct a multi-dimensional pyramid network, combining the hierarchical construction While using the pyramid feature framework [36] for dense multi-label temporal action detection. We target the learning of actions of various durations by means of multi-scale and multi-dimensional cross sampling appr