3 papers
eess.IV2026
Learning from Scarce Labels: Multi-View Echocardiography for Ejection Fraction Prediction
Zhiyuan Gao, Dominic Yurk, Yaser S. Abu-Mostafa
We present, to the best of our knowledge, the first publicly available resource for predicting left ventricular ejection fraction (EF) from parasternal long-axis (PLAX) echocardiog…
cs.CV2025
Generative Hints
Andy Dimnaku, Abdullah Yusuf Kavranoglu, Yaser Abu-Mostafa
Data augmentation is widely used in vision to introduce variation and mitigate overfitting, by enabling models to learn invariant properties. However, augmentation only indirectly…
cs.CV2025
Decision-based AI Visual Navigation for Cardiac Ultrasounds
Andy Dimnaku, Dominic Yurk, Zhiyuan Gao +3
Ultrasound imaging of the heart (echocardiography) is widely used to diagnose cardiac diseases. However, obtaining an echocardiogram requires an expert sonographer and a high-quali…