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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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Detalles Bibliográficos
Autores principales: Srivastava, Arunima, Kulkarni, Chaitanya, Huang, Kun, Parwani, Anil, Mallick, Parag, Machiraju, Raghu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6236488/
https://www.ncbi.nlm.nih.gov/pubmed/30450002
http://dx.doi.org/10.1177/1178222618807481