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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Bibliographic Details

Published in:	IEEE transactions on biomedical engineering Vol. PP; pp. 1 - 12
Main Authors:	Zhao, Yihui, Liao, Jiawei, Fang, Xia, Wang, Hai, Jiang, Ning, He, Jiayuan
Format:	Journal Article
Language:	English
Published:	United States IEEE 02.09.2025
Subjects:	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 Access:	Get full text
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