TP-LSM takes advantage of convolutional and linear levels to create a multi-dimensional pyramid community, combining the hierarchical structure with the pyramid element construction [36] for dense multi-label temporal motion detection. We deal with the educational of actions of various durations by multi-scale and multi-dimensional cross sampling a