RePaint High-Density Surface Electromyography Signal Using Denoising Diffusion Probabilistic Model

Objective: High-density surface electromyography (HD-sEMG) has emerged as a powerful tool for myoelectric control and activation pattern analysis. However, signal loss due to poor electrode contact and channel corruption remains a significant challenge, limiting the reliability and practical applica...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	IEEE transactions on biomedical engineering Jg. PP; S. 1 - 12
Hauptverfasser:	Zhao, Yihui, Liao, Jiawei, Fang, Xia, Wang, Hai, Jiang, Ning, He, Jiayuan
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	United States IEEE 02.09.2025
Schlagworte:	Benchmark testing Diffusion model Electrodes Electromyography Hands High-density Electromyography Interpolation Muscles Myoelectric control Noise reduction Recording Signal reconstruction Spatiotemporal phenomena
ISSN:	0018-9294, 1558-2531, 1558-2531
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!