Bilateral Latent Synergy-Informed Residual sEMG Reconstruction for Incomplete Hand Gesture Recognition in Hemiparetic Patients.
Accurate decoding of incomplete hand gestures from residual paretic surface electromyography (sEMG) remains challenging after stroke because voluntary myoelectric activity is often weak, non-stationary, and contaminated by pathological co-activation. This study proposes a Latent Synergy-Informed Purification Network (L...