In recent years, the medical field has witnessed a surge in applications of automated computer-aided diagnosis (CAD) systems for optimizing patient care. Among these systems, those leveraging electrocardiogram (ECG) signals 12 lead ecg leads have shown particularly substantial potential. ECG signals capture the electrical activity of the heart and