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...

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Detalles Bibliográficos
Autores principales: 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.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6629670/
https://www.ncbi.nlm.nih.gov/pubmed/31308376
http://dx.doi.org/10.1038/s41467-019-11012-3

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6629670/
https://www.ncbi.nlm.nih.gov/pubmed/31308376
http://dx.doi.org/10.1038/s41467-019-11012-3

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