Assessment of the Robustness of Convolutional Neural Networks in Labeling Noise by Using Chest X-Ray Images From Multiple Centers

BackgroundComputer-aided diagnosis on chest x-ray images using deep learning is a widely studied modality in medicine. Many studies are based on public datasets, such as the National Institutes of Health (NIH) dataset and the Stanford CheXpert dataset. However, these datasets...

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Bibliographic Details
Main Authors: Jang, Ryoungwoo, Kim, Namkug, Jang, Miso, Lee, Kyung Hwa, Lee, Sang Min, Lee, Kyung Hee, Noh, Han Na, Seo, Joon Beom
Format: Article
Language:English
Published: JMIR Publications 2020-08-01
Series:JMIR Medical Informatics
Online Access:https://medinform.jmir.org/2020/8/e18089