M A Al-Masud

Benchmarking ECG Foundational Models: A Reality Check Across Clinical Tasks

The 12-lead electrocardiogram (ECG) is a long-standing diagnostic tool. Yet machine learning for ECG interpretation remains fragmented, often limited to narrow tasks or datasets. FMs promise broader adaptability, but fundamental questions remain: Which architectures generalize best? How do models sc…