Variable generalization performance of a deep learning model to detect pneumonia in chest radiographs: A cross-sectional study

BACKGROUND: There is interest in using convolutional neural networks (CNNs) to analyze medical imaging to provide computer-aided diagnosis (CAD). Recent work has suggested that image classification CNNs may not generalize to new data as well as previously believed. We assessed how well CNNs generali...

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Detalles Bibliográficos
Autores principales: Zech, John R., Badgeley, Marcus A., Liu, Manway, Costa, Anthony B., Titano, Joseph J., Oermann, Eric Karl
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Research Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6219764/
https://www.ncbi.nlm.nih.gov/pubmed/30399157
http://dx.doi.org/10.1371/journal.pmed.1002683

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6219764/
https://www.ncbi.nlm.nih.gov/pubmed/30399157
http://dx.doi.org/10.1371/journal.pmed.1002683

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