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

Abstract 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 classificatio...

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Bibliographic Details
Main Authors: Ran Zhang, Dalton Griner, John W. Garrett, Zhihua Qi, Guang-Hong Chen
Format: Article
Language:English
Published: Nature Portfolio 2023-08-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-39855-3