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...

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Vydané v:	IEEE transactions on biomedical engineering Ročník PP; s. 1 - 12
Hlavní autori:	Zhao, Yihui, Liao, Jiawei, Fang, Xia, Wang, Hai, Jiang, Ning, He, Jiayuan
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	United States IEEE 02.09.2025
Predmet:	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
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