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Training certified detectives to track down the intrinsic shortcuts in COVID-19 chest x-ray data sets

Deep learning faces a significant challenge wherein the trained models often underperform when used with external test data sets. This issue has been attributed to spurious correlations between irrelevant features in the input data and corresponding labels. This study uses the classification of COVI...

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Detalles Bibliográficos
Autores principales: Zhang, Ran, Griner, Dalton, Garrett, John W., Qi, Zhihua, Chen, Guang-Hong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10403557/
https://www.ncbi.nlm.nih.gov/pubmed/37542078
http://dx.doi.org/10.1038/s41598-023-39855-3