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Based on depth information, this letter introduces a new local depth map feature describing local spatiotemporal details of human motion and a collaborative representation for classification with regularized least squares. By extracting a multilayered depth motion feature and then applying a multiscale Histograms of Oriented Gradient (HOG) descriptor to it, the proposed feature characterizes the local...
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