Gesture recognition based on surface electromyography‐feature image

• Published in: Concurrency and computation Vol. 33; no. 6
• Main Authors: Cheng, Yangwei, Li, Gongfa, Yu, Mingchao, Jiang, Du, Yun, Juntong, Liu, Ying, Liu, Yibo, Chen, Disi
• Format: Journal Article
• Language: English
• Published: Hoboken, USA John Wiley & Sons, Inc 25.03.2021; Wiley Subscription Services, Inc
• Subjects: Artificial neural networks; CNN; Convolution; Electromyography; Feature extraction; Feature recognition; Gesture recognition; Machine learning; Object recognition; sEMG; sEMG‐feature image

Summary For the problem of surface electromyography (sEMG) gesture recognition, considering the fact that the traditional machine learning model is susceptible to the sEMG feature extraction method, it is difficult to distinguish the subtle differences between similar gestures. The NinaPro DB1 datas...