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Sparse coding of pathology slides compared to transfer learning with deep neural networks

BACKGROUND: Histopathology images of tumor biopsies present unique challenges for applying machine learning to the diagnosis and treatment of cancer. The pathology slides are high resolution, often exceeding 1GB, have non-uniform dimensions, and often contain multiple tissue slices of varying sizes...

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Detalhes bibliográficos
Publicado no:BMC Bioinformatics
Main Authors: Fischer, Will, Moudgalya, Sanketh S., Cohn, Judith D., Nguyen, Nga T. T., Kenyon, Garrett T.
Formato: Artigo
Idioma:Inglês
Publicado em: BioMed Central 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6302377/
https://ncbi.nlm.nih.gov/pubmed/30577746
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s12859-018-2504-8
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