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Single-Lead ECG Arrhythmia Classification Based on Peak-Enhanced Attention Network and Quality-Aware GAN Data Augmentation Framework

Single-lead electrocardiogram (ECG) is widely used in wearable devices for atrial fibrillation (AF) screening. Nevertheless, subtle pathological characteristics like P-waves and f-waves in practical signals are vulnerable to noise contamination. Meanwhile, the scarcity of high-quality annotated abno...

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Principais autores: Yaoyu Zhang, Yi Xia
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2026-06-01
Serier:Sensors
Fag:
atrial fibrillation
electrocardiogram (ECG)
generative adversarial network
attention mechanism
single-lead ECG
Online adgang:https://www.mdpi.com/1424-8220/26/12/3852
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