Adrian Krenzer

Weakly supervised anatomical feature learning for cross-dataset ejection fraction estimation from echocardiography videos

Ejection fraction (EF) is a central measure of cardiac function, but echocardiographic EF assessment remains reader-dependent and sensitive to acquisition quality. Deep learning can automate EF estimation, yet performance measured on a single development dataset may not transfer to data acquired under different imaging...