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Analyzing inter-reader variability affecting deep ensemble learning for COVID-19 detection in chest radiographs

Data-driven deep learning (DL) methods using convolutional neural networks (CNNs) demonstrate promising performance in natural image computer vision tasks. However, their use in medical computer vision tasks faces several limitations, viz., (i) adapting to visual characteristics that are unlike natu...

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Detalhes bibliográficos
Publicado no:PLoS One
Main Authors: Rajaraman, Sivaramakrishnan, Sornapudi, Sudhir, Alderson, Philip O., Folio, Les R., Antani, Sameer K.
Formato: Artigo
Idioma:Inglês
Publicado em: Public Library of Science 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7660555/
https://ncbi.nlm.nih.gov/pubmed/33180877
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0242301
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