Two-stream spatio-temporal GCN-transformer networks for skeleton-based action recognition

Two-stream spatio-temporal GCN-transformer networks for skeleton-based action recognition

Abstract For the purpose of achieving accurate skeleton-based action recognition, the majority of prior approaches have adopted a serial strategy that combines Graph Convolutional Networks (GCNs) with attention-based methods. However, this approach frequently treats the human skeleton as an isolated...

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Bibliographic Details
Main Authors: Dong Chen, Mingdong Chen, Peisong Wu, Mengtao Wu, Tao Zhang, Chuanqi Li
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:Scientific Reports
Subjects:
Action recognition
Graph convolutional networks
Transformer
Online Access:https://doi.org/10.1038/s41598-025-87752-8
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