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Staining Invariant Features for Improving Generalization of Deep Convolutional Neural Networks in Computational Pathology

One of the main obstacles for the implementation of deep convolutional neural networks (DCNNs) in the clinical pathology workflow is their low capability to overcome variability in slide preparation and scanner configuration, that leads to changes in tissue appearance. Some of these variations may n...

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Detalhes bibliográficos
Publicado no:Front Bioeng Biotechnol
Main Authors: Otálora, Sebastian, Atzori, Manfredo, Andrearczyk, Vincent, Khan, Amjad, Müller, Henning
Formato: Artigo
Idioma:Inglês
Publicado em: Frontiers Media S.A. 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6716536/
https://ncbi.nlm.nih.gov/pubmed/31508414
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fbioe.2019.00198
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