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...

Popoln opis

Shranjeno v:
Bibliografske podrobnosti
izdano v:Nat Commun
Main Authors: 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.
Format: Artigo
Jezik:Inglês
Izdano: Nature Publishing Group UK 2019
Teme:
Article
Online dostop: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
Oznake: Označite
Brez oznak, prvi označite!

Podobne knjige/članki