Darya Taratynova

CardioBench: Do Echocardiography Foundation Models Generalize Beyond the Lab?

Foundation models are reshaping medical imaging, yet their application in echocardiography remains limited, hindered by a heavy reliance on private datasets that prevent reproducible comparison. Echocardiography poses unique challenges, including noisy acquisitions, high frame redundancy, and limite