Miriam Guti'errez

Multimodal Contrastive Learning with ECG and Echocardiography for Ejection Fraction Estimation

Multimodal pretraining improved frozen DINO models over the uni-modal baseline, but its benefits diminished after fine-tuning, suggesting that encoder initialization and down-stream adaptation were more influential than increasingly complex echocardiographic supervision.