Addressing cross-population domain shift in chest X-ray classification through supervised adversarial domain adaptation

Abstract Medical image analysis, empowered by artificial intelligence (AI), plays a crucial role in modern healthcare diagnostics. However, the effectiveness of machine learning models hinges on their ability to generalize to diverse patient populations, presenting domain shift challenges. This stud...

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Bibliographic Details
Main Authors: Aminu Musa, Rajesh Prasad, Monica Hernandez
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-95390-3
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