Classification of multi-lead ECG based on multiple scales and hierarchical feature convolutional neural networks

Abstract Detecting and classifying arrhythmias is essential in diagnosing cardiovascular diseases. However, current deep learning-based classification methods often encounter difficulties in effectively integrating both the morphological and temporal features of Electrocardiograms (ECGs). To address...

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Bibliographic Details
Main Authors: Feiyan Zhou, Duanshu Fang
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-94127-6
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