CLEF: Clinically-Guided Contrastive Learning for Electrocardiogram Foundation Models

arXiv preprint· 2025
ECGFoundation ModelDOI

Summary

Evaluated on 18 clinical classification/regression tasks across 7 held-out datasets, pretrained on 12-lead but tested on extracted lead-I (their proxy for single-lead wearable ECG). Code and pretrained weights released.

Key facts

Subjects
161000
License
CC BY-NC-ND 4.0