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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Veröffentlicht in:PLoS medicine 2018-11, Vol.15 (11), p.e1002683-e1002683
Hauptverfasser: Zech, John R, Badgeley, Marcus A, Liu, Manway, Costa, Anthony B, Titano, Joseph J, Oermann, Eric Karl
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Sprache:eng
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