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Imitating Pathologist Based Assessment With Interpretable and Context Based Neural Network Modeling of Histology Images

Convolutional neural networks (CNNs) have gained steady popularity as a tool to perform automatic classification of whole slide histology images. While CNNs have proven to be powerful classifiers in this context, they fail to explain this classification, as the network engineered features used for m...

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Detalhes bibliográficos
Publicado no:Biomed Inform Insights
Main Authors: Srivastava, Arunima, Kulkarni, Chaitanya, Huang, Kun, Parwani, Anil, Mallick, Parag, Machiraju, Raghu
Formato: Artigo
Idioma:Inglês
Publicado em: SAGE Publications 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6236488/
https://ncbi.nlm.nih.gov/pubmed/30450002
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1177/1178222618807481
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