Attention-Based Deep Neural Networks for Detection of Cancerous and Precancerous Esophagus Tissue on Histopathological Slides

IMPORTANCE: Deep learning–based methods, such as the sliding window approach for cropped-image classification and heuristic aggregation for whole-slide inference, for analyzing histological patterns in high-resolution microscopy images have shown promising results. These approaches, however, require...

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Detalles Bibliográficos
Publicado en:JAMA Netw Open
Main Authors: Tomita, Naofumi, Abdollahi, Behnaz, Wei, Jason, Ren, Bing, Suriawinata, Arief, Hassanpour, Saeed
Formato: Artigo
Idioma:Inglês
Publicado: American Medical Association 2019
Assuntos:
Original Investigation
Acceso en liña:https://ncbi.nlm.nih.gov/pmc/articles/PMC6865275/
https://ncbi.nlm.nih.gov/pubmed/31693124
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1001/jamanetworkopen.2019.14645
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