In recent years, the medical field has witnessed a surge in applications of automated computer-aided diagnosis (CAD) systems for improving patient care. Among these systems, those leveraging electrocardiogram (ECG) signals have shown particularly significant potential. ECG signals capture the electrical activity of the heart and can be interpreted