In recent years, healthcare has witnessed a surge in applications of automated computer-aided diagnosis (CAD) systems for enhancing patient care. Among these systems, those leveraging electrocardiogram (ECG) signals have shown particularly promising potential. ECG signals represent the electrical activity of the electrocardiogram monitoring heart a