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

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 generalized across t...

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Bibliographic Details
Published in:PLoS medicine Vol. 15; no. 11; p. e1002683
Main Authors: Zech, John R., Badgeley, Marcus A., Liu, Manway, Costa, Anthony B., Titano, Joseph J., Oermann, Eric Karl
Format: Journal Article
Language:English
Published: United States Public Library of Science 06.11.2018
Public Library of Science (PLoS)
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ISSN:1549-1676, 1549-1277, 1549-1676
Online Access:Get full text
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