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Author

Chenyun Dai

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Oct 2026

Restoration of volitional lower-limb movement after motor-complete spinal cord injury with brain-spine interface.

BACKGROUND Spinal cord injury (SCI) interrupts volitional control of lower limbs. Brain-spine interfaces (BSIs), which decode cortical motor intent to trigger epidural electrical stimulation (EES), can provide an artificial pathway linking the brain to spinal motor circuits. Reported benefit, however, has been confined...

Xin-Yu Jiang, Ming-Fang Shi, Jiong-Hui Liu et al. · 0 citations
Open access Oct 2026

Prototype-Guided Test-Time Adaptation for Real-Time EMG-Based Gesture Recognition.

Surface electromyography (sEMG) signals facilitate intuitive human-machine interaction and are widely employed in applications such as prosthetics and rehabilitation. However, sEMG signal distributions are highly sensitive to variations in electrode placement, user physiology, and session conditions, which significantl...

Ying-Tong Ma, Ya-Lin Wang, Chen-Yun Dai et al. · 0 citations
Open access Aug 2026

Knowledge distillation for sEMG-based gesture recognition: enhancing wearable HMI systems with lightweight models

This research enhances the feasibility of embedding deep learning models into wearable systems (e.g. wristband or wristwatch), facilitating more responsive and efficient gesture recognition in daily-life applications.

Fang Qiu, Chen-Yun Dai, Xiaodong Liu et al. · 0 citations

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