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

Biomedical repositories such as the UK Biobank provide increasing access to prospectively collected cardiac imaging, however these data are unlabeled, which creates barriers to their use in supervised machine learning. We develop a weakly supervised deep learning model for classification of aortic v...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:Nat Commun
Prif Awduron: Fries, Jason A., Varma, Paroma, Chen, Vincent S., Xiao, Ke, Tejeda, Heliodoro, Saha, Priyanka, Dunnmon, Jared, Chubb, Henry, Maskatia, Shiraz, Fiterau, Madalina, Delp, Scott, Ashley, Euan, Ré, Christopher, Priest, James R.
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: Nature Publishing Group UK 2019
Pynciau:
Article
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC6629670/
https://ncbi.nlm.nih.gov/pubmed/31308376
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41467-019-11012-3
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