sEMG-based gesture recognition using multi-stream adaptive CNNs with integrated residual modules

IntroductionConvolutional neural networks are widely used in gesture recognition research, which employs surface electromyography. However, when processing surface electromyography data, current deep learning models still face challenges, such as insufficient effective feature extraction, poor perfo...

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Bibliographic Details
Main Authors: Yutong Xia, Dawei Qiu, Cheng Zhang, Jing Liu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-04-01
Series:Frontiers in Bioengineering and Biotechnology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fbioe.2025.1487020/full
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