Machine Learning for Biomedical Imaging Learning from Scarce Labels: Multi-View Echocardiography for Ejection Fraction Prediction
Zhiyuan Gao, Dominic Yurk, Yaser Abu-Mostafa et al.
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Open access
Aug 2026
Learning from Scarce Labels: Multi-View Echocardiography for Ejection Fraction Prediction
This work creates the first publicly available resource for predicting left ventricular ejection fraction (EF) from parasternal long-axis (PLAX) echocardiography by leveraging a time-based correlation between clinical notes and echocardiographic videos and fine-tuning view classifiers and proxy labeling.
Zhiyuan Gao, Dominic Yurk, Yaser Abu-Mostafa
· Machine Learning for Biomedi... · 0 citations