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TP-LSM employs convolutional and linear layers to make a multi-dimensional pyramid community, combining the hierarchical structure With all the pyramid element construction [36] for dense multi-label temporal motion detection. We target the learning of actions of different durations by multi-scale and multi-dimensional cross sampling solutions, des