Challenges and solutions of echocardiography generalization for deep learning: a study in patients with constrictive pericarditis.

Leveraging the proposed generalization techniques, we successfully developed an echocardiography-based deep learning model that can accurately differentiate CP from CA and normal cases and applied the model to images from two sites. The proposed framework can be further extended for the development of echocardiography-based deep learning models.