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Author

Haowen Zheng

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Open access Oct 2026

Mutual Information Regularization for Cross-Subject Gesture Recognition Using Surface Electromyography and Acceleration

Feature fusion enables joint classification of surface electromyography (sEMG) and acceleration (ACC) signals, but classification supervision alone does not explicitly optimize statistical dependence between their learned representations. To address this gap, we propose a dual-branch gesture recognition method that com...

An-Yuan Zhang, Hao-Wen Zheng, Yan Wu · 0 citations
Conference Aug 2026

A Multimodal Gesture Recognition Framework Using sEMG and ACC Signals with Cross-Temporal Attention and Mutual Information Regularization

Surface electromyography (sEMG), which reflects temporal muscle activity, has been widely applied in gesture recognition and human-computer interaction. However, single-modal sEMG signals are susceptible to factors such as electrode displacement, inter-subject variability, and noise, which limit recognition performance...

Haowen Zheng, Yan Wu, Anyuan Zhang · 0 citations

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