Weakly supervised classification of aortic valve malformations using unlabeled cardiac MRI sequences

oleh: Jason A. Fries, Paroma Varma, Vincent S. Chen, Ke Xiao, Heliodoro Tejeda, Priyanka Saha, Jared Dunnmon, Henry Chubb, Shiraz Maskatia, Madalina Fiterau, Scott Delp, Euan Ashley, Christopher RĂ©, James R. Priest

Format: Article
Diterbitkan: Nature Portfolio 2019-07-01

Deskripsi

The availability of labelled training data is one of the practical obstacles towards wide application of machine learning models in medicine. Here the authors develop a weakly supervised deep learning model for the classification of aortic malformations using unlabelled cardiac MRI sequences from the UK biobank.