Noise-Adaptive Multi-Scale CNN with Weighted Sampling for ECG Arrhythmia Classification
Electrocardiogram (ECG) classification is used for the early detection of cardiac arrhythmias. However, classification performance is degraded by noise in wearable monitoring systems and the severe class imbalance inherent in ECG datasets, leading conventional deep learning models to be biased toward majority classes....