MyoPose: position-limb-robust neuromechanical features for enhanced hand gesture recognition in colocated sEMG-pFMG armbands

• Published in: Journal of neural engineering Vol. 22; no. 4; pp. 46044 - 46060
• Main Authors: Mobarak, Rami, Zhang, Shen, Zhou, Hao, Mengarelli, Alessandro, Verdini, Federica, Burattini, Laura, Tigrini, Andrea, Alici, Gursel
• Format: Journal Article
• Language: English
• Published: England IOP Publishing 01.08.2025
• Subjects: Adult; Arm - physiology; armband; Electromyography - methods; Female; Gestures; Hand - physiology; Humans; Male; Muscle, Skeletal - physiology; myoelectric control; Myography - methods; Pattern Recognition, Automated - methods; pFMG; prosthetics; sEMG; Young Adult; sEMG; armband; pFMG; prosthetics; myoelectric control

Objective . Surface electromyography (sEMG) and pressure-based force myography (pFMG) are two complementary modalities adopted in hand gesture recognition due to their ability to capture muscle electrical and mechanical activity, respectively. While sEMG carries rich neural information about the int...