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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 |
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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.