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Social-STGCNN: A Social Spatio-Temporal Graph ...

openaccess.thecvf.com

over the spatio-temporal graph using a graph Convolutional Neural Networks (CNN)s and a temporal CNNs. This al-lows our model to predict the whole sequence in a single shot. Due to the above design, our model outperforms previ-ous models in terms of prediction accuracy, parameters size, inference speed and data efficiency. 2. Related work

  Network, Graph, Convolutional, Temporal, Positas, Temporal graph, Graph convolutional

arXiv:1801.07455v2 [cs.CV] 25 Jan 2018

arxiv.org

tending graph neural networks to a spatial-temporal graph model, called Spatial-Temporal Graph Convolutional Net-works (ST-GCN). As illustrated in Figure 1 this model is formulated on top of a sequence of skeleton graphs, where each node corresponds to a joint of the human body. There are two types of edges, namely the spatial edges that con-

  Network, Work, Graph, Convolutional, Temporal, Temporal graph, Temporal graph convolutional net works

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