Gait recognition using spatio-temporal representation fusion learning network with IMU-based skeleton graph and body partition strategy

Fo Hu; Qinxu Zheng; Xuanjie Ye; Zukang Qiao; Junlong Xiong; Hongsheng Chang

doi:10.1371/journal.pone.0332947

Loading metrics

Open Access

Peer-reviewed

Research Article

Gait recognition using spatio-temporal representation fusion learning network with IMU-based skeleton graph and body partition strategy

Fo Hu ,

Contributed equally to this work with: Fo Hu, Qinxu Zheng

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Software, Writing – original draft

Affiliations Institute of Wenzhou, Zhejiang University, Wenzhou, People’s Republic of China, Zhejiang University, Hangzhou, People’s Republic of China, Zhejiang University of Technology, Hangzhou, People’s Republic of China
⨯
Qinxu Zheng ,

Contributed equally to this work with: Fo Hu, Qinxu Zheng

Roles Data curation, Formal analysis, Methodology, Software, Writing – original draft, Writing – review & editing

Affiliations Institute of Wenzhou, Zhejiang University, Wenzhou, People’s Republic of China, Zhejiang University of Technology, Hangzhou, People’s Republic of China

https://orcid.org/0009-0008-9057-5778

⨯
Xuanjie Ye,

Roles Data curation, Formal analysis

Affiliation Institute of Wenzhou, Zhejiang University, Wenzhou, People’s Republic of China
⨯
Zukang Qiao,

Roles Data curation, Formal analysis, Software, Writing – review & editing

Affiliation The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine), Hangzhou, People’s Republic of China
⨯
Junlong Xiong,

Roles Data curation, Funding acquisition, Writing – review & editing

Affiliation The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine), Hangzhou, People’s Republic of China
⨯
Hongsheng Chang

Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Writing – review & editing

* E-mail: chs888@zcmu.edu.cn

Affiliation The First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine), Hangzhou, People’s Republic of China

https://orcid.org/0000-0002-8417-4600

⨯

Gait recognition using spatio-temporal representation fusion learning network with IMU-based skeleton graph and body partition strategy

Fo Hu,
Qinxu Zheng,
Xuanjie Ye,
Zukang Qiao,
Junlong Xiong,
Hongsheng Chang

Published: October 8, 2025
https://doi.org/10.1371/journal.pone.0332947

Reader Comments (0)

Post a new comment on this article

Subject Areas
?

For more information about PLOS Subject Areas, click here.
We want your feedback. Do these Subject Areas make sense for this article? Click the target next to the incorrect Subject Area and let us know. Thanks for your help!

Convolution
Is the Subject Area "Convolution" applicable to this article?

Thanks for your feedback.
Walking
Is the Subject Area "Walking" applicable to this article?

Thanks for your feedback.
Gait analysis
Is the Subject Area "Gait analysis" applicable to this article?

Thanks for your feedback.
Body limbs
Is the Subject Area "Body limbs" applicable to this article?

Thanks for your feedback.
Deep learning
Is the Subject Area "Deep learning" applicable to this article?

Thanks for your feedback.
Feet
Is the Subject Area "Feet" applicable to this article?

Thanks for your feedback.
Body weight
Is the Subject Area "Body weight" applicable to this article?

Thanks for your feedback.
Machine learning
Is the Subject Area "Machine learning" applicable to this article?

Thanks for your feedback.