Weakly Supervised Classification of Aortic Valve Malformations Using Unlabeled Cardiac MRI Sequences

Abstract

This work formalizes a deep learning baseline for aortic valve classification and outlines a general strategy for using weak supervision to train machine learning models using unlabeled medical images at scale.