Singapore Management University

Cardiac foundation model with one shared Transformer encoder for ECG, PPG, and PCG, aligning modalities in latent cardiac time via a learned delay.

ECG foundation model pretrained on 12-lead waveforms paired with clinical reports, enabling label-efficient and zero-shot cardiac diagnosis.