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

BACKGROUND: Computer-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 are preprocessed by c...

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Vydáno v:JMIR Med Inform
Hlavní autoři: Jang, Ryoungwoo, Kim, Namkug, Jang, Miso, Lee, Kyung Hwa, Lee, Sang Min, Lee, Kyung Hee, Noh, Han Na, Seo, Joon Beom
Médium: Artigo
Jazyk:Inglês
Vydáno: JMIR Publications 2020
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC7435602/
https://ncbi.nlm.nih.gov/pubmed/32749222
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.2196/18089
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