A parallel and efficient transformer deep learning network for continuous estimation of hand kinematics from electromyographic signals - Lin, Chuang; Zhang, Xifeng; Zhao, Chunxiao (Scientific reports, 2025)
Keywords: 639/705; 692/700; Accuracy; Artificial intelligence; Biomechanical Phenomena; Continuous Estimation; Correlation coefficient; Deep Learning; Efficiency; Electromyography; Electromyography - methods; EMG; Finger Kinematics; Hand; Hand - physiology; Humanities and Social Sciences; Humans; Kinematics; Latency; Machine learning; Male; Methods; Model Efficiency; multidisciplinary; Neural networks; Parallel; Power consumption; Prostheses; Science; Science (multidisciplinary); Signal Processing, Computer-Assisted; Statistical analysis; Transformer; Finger Kinematics; Transformer; Parallel; Model Efficiency; EMG; Continuous Estimation