Article

Fairness-Aware Multimodal Representation Learning for Healthcare Data: A Visual–Text Alignment Framework for Glaucoma Diagnosis

2025-11-19

Abstract excerpt

<title>Abstract</title> <p>Fairness and accuracy often exhibit a trade-off in medical visual–language systems for glaucoma diagnosis, as existing approaches either sacrifice diagnostic performance for fairness or overlook disparities among minority subgroups. This study proposes a fairness-aware multimodal framework integrating four complementary components to align visual–text understanding with clinical relevan...

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Literature Corpus work: 5d414dea-6915-5632-9400-d9968b27c079
DOI: 10.21203/rs.3.rs-7908475/v1

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