3 papers
cs.HC2025
New Synthetic Goldmine: Hand Joint Angle-Driven EMG Data Generation Framework for Micro-Gesture Recognition
Nana Wang, Gen Li, Pengfei Ren +2
Electromyography (EMG)-based gesture recognition has emerged as a promising approach for human-computer interaction. However, its performance is often limited by the scarcity of la…
cs.HC2025
EMG-UP: Unsupervised Personalization in Cross-User EMG Gesture Recognition
Nana Wang, Suli Wang, Gen Li +1
Cross-user electromyography (EMG)-based gesture recognition represents a fundamental challenge in achieving scalable and personalized human-machine interaction within real-world ap…
cs.HC2025
A Robust Multi-Scale Framework with Test-Time Adaptation for sEEG-Based Speech Decoding
Suli Wang, Yang-yang Li, Siqi Cai +1
Decoding speech from stereo-electroencephalography (sEEG) signals has emerged as a promising direction for brain-computer interfaces (BCIs). Its clinical applicability, however, is…