arxivcs.HC2026-07-16
Understanding of Task-specific and Subject-specific Components in Surface EMG
Yangyang Yuan, Jionghui Liu, Xinyu Jiang, ChihHong Chou, Chenyun Dai, Jiahao Fan
Surface electromyogram (sEMG) signals are widely used in human-machine interfaces for gesture recognition and user identification, but existing models often struggle to generalize across individuals due to subject-specific neuromuscular characteristics. This study introduces a di…