2 papers
cs.CV2026
Domain Shift in Echocardiography: Interpretable Quantification and Prediction of Cross-Dataset Left Ventricular Segmentation
Soroush Elyasi, Nasim Dadashi Serej, Julie Wall +1
Cross-dataset generalisation remains a major barrier to clinical deployment of echocardiographic left ventricular segmentation, yet the sources of this shift are rarely disentangle…
cs.CV2026
EAGT: Echocardiography Augmentation for Generalisability and Transferability
Soroush Elyasi, Sara Adibzadeh, Nasim Dadashi Serej +1
Deep learning models for echocardiography segmentation often struggle to generalise across institutions, scanners, and patient populations, where collecting large, consistently ann…