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The principle contributions of this paper are as follows:(1)This paper proposes a novel
three-order hourglass community classification model guided by the attention graph Convolution,
which might mechanically classify sports activities video photographs.(2)In this paper, a graph convolution model primarily based on an consideration mechanism is designed.
In this section, the following subsections consideration-based mostly graph convolution, third-order hourglass
networks, and residual dense module are discussed in detail.
As well as, the residual-density module is introduced inside the
hourglass network to realize transmission and reuse of options
in different ranges of networks. The residual dense module is composed of a
residual community and a densely connected network.
The residual community can successfully assist the characteristic data to be transmitted to deeper network info.
It realizes transmission and reuses, extracts detailed features to
the maximum extent, and enhances community expression capability.
It additionally extracts detailed options to the utmost extent and enhances the network expression ability.(4)We assemble the sports activities picture dataset and carry out the comparison and
ablation experiments.
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