Fully-Gated Denoising Auto-Encoder for Artifact Reduction in ECG Signals

Fully-Gated Denoising Auto-Encoder for Artifact Reduction in ECG Signals

Cardiovascular diseases (CVDs) are the primary cause of death worldwide. For accurate diagnosis of CVDs, robust and efficient ECG denoising is particularly critical in ambulatory cases where various artifacts can degrade the quality of the ECG signal. None of the present denoising methods preserve t...

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Bibliographic Details
Main Authors: Ahmed Shaheen, Liang Ye, Chrishni Karunaratne, Tapio Seppänen
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Sensors
Subjects:
electrocardiogram (ECG)
denoising autoencoder (DAE)
convolutional neural network (CNN)
self-ONN
U-Net
gated convolution
Online Access:https://www.mdpi.com/1424-8220/25/3/801
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