CLARE-XR: explainable regression-based classification of chest radiographs with label embeddings

Abstract An automatic system for pathology classification in chest X-ray scans needs more than predictive performance, since providing explanations is deemed essential for fostering end-user trust, improving decision-making, and regulatory compliance. CLARE-XR is a novel methodology that, when prese...

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Bibliographic Details
Main Authors: Joana Rocha, Sofia Cardoso Pereira, Pedro Sousa, Aurélio Campilho, Ana Maria Mendonça
Format: Article
Language:English
Published: Nature Portfolio 2024-12-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-024-82222-z