Chien-Liang Liu

Contrastive Heartbeats: Contrastive Learning for Self-Supervised ECG Representation and Phenotyping

The non-invasive and easily accessible characteristics of electrocardiogram (ECG) attract many studies targeting AI-enabled cardiovascular-related disease screening tools based on ECG. However, the high cost of manual labels makes high-performance deep learning models challenging to obtain. Hence, w…