Spatial And Temporal Scale Graph Representation
.%20In%20addition%2C%20context-dependent%20adaptive%20topology%20as%20a%20neighborhood%20vertex%20information%20and%20attention%20mechanism%20leverages%20a%20model%20to%20better%20represent%20actions.%20In%20this%20paper%2C%20we%20propose%20self-attention%20GCN%20hybrid%20model%2C%20Multi-Scale%20Spatial-Temporal%20self-attention%20(MSST)-GCN%20to%20effectively%20improve%20modeling%20ability%20to%20achieve%20state-of-the-art%20results%20on%20several%20datasets.%20We%20utilize%20spatial%20self-attention%20module%20with%20adaptive%20topology%20to%20understand%20intra-frame%20interactions%20within%20a%20frame%20among%20different%20body%20parts%2C%20and%20temporal%20self-attention%20module%20to%20examine%20correlations%20between%20frames%20of%20a%20node.%20These%20two%20are%20followed%20by%20multi-scale%20convolution%20network%20with%20dilations%2C%20which%20not%20only%20captures%20the%20long-range%20temporal%20dependencies%20of%20joints%20but%20also%20the%20long-range%20spatial%20dependencies%20(i.e.%2C%20long-distance%20dependencies)%20of%20node%20temporal%20behaviors.%20They%20are%20combined%20into%20high-level%20spatial-temporal%20representations%20and%20output%20the%20predicted%20action%20with%20the%20softmax%20classifier.)
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