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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Detalles Bibliográficos
Autores principales: Jang, Ryoungwoo, Kim, Namkug, Jang, Miso, Lee, Kyung Hwa, Lee, Sang Min, Lee, Kyung Hee, Noh, Han Na, Seo, Joon Beom
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2020
Materias:
Original Paper
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7435602/
https://www.ncbi.nlm.nih.gov/pubmed/32749222
http://dx.doi.org/10.2196/18089

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7435602/
https://www.ncbi.nlm.nih.gov/pubmed/32749222
http://dx.doi.org/10.2196/18089

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