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Conference Oct 2026

A statistical-token adaptive temporal network for efficient motor imagery EEG analysis

Motor imagery (MI) based brain-computer interfaces are pivotal for neurorehabilitation but are often hindered by the low signal-to-noise ratio and non-stationary nature of EEG signals. To address the trade-off between feature extraction efficiency and model complexity in existing methods, this paper proposes a lightwei...

Yuan-Long Zhu, Qing Tao · 0 citations
Conference Oct 2026

A multimodal prosthetic hand control method integrating sEMG and visual recognition

Surface electromyography (sEMG) signals have been widely used in prosthetic hand control research because they can reflect muscle activity. However, control methods based on residual-limb sEMG are susceptible to factors such as muscle atrophy and electrode displacement, leading to limitations in gesture adaptability an...

Yan-Song Niu, Qing Tao, Qing-Zheng Chen et al. · 0 citations

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