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Author

Yaser Abu-Mostafa

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Machine Learning for Biomedical Imaging 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 et al. · 0 citations
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 · 0 citations

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