Medical engineering & physicsDeep LearningElectrocardiographyArrhythmiasCardiacHumans
Graph-enhanced deep learning for ECG arrhythmia detection: An integration of CNN-GNN-BiLSTM approach.
Piyush Mahajan, Amit Kaul
Published: 202510.1016/j.medengphy.2025.104418
Abstract
Early and accurate detection of cardiac arrhythmias is crucial for preventing severe cardiovascular events. This study proposes a CNN-GNN-BiLSTM integrated framework for automated ECG arrhythmia classification, combining spatial, relational, and temp…
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