Demographic bias in misdiagnosis by computational pathology models.
Anurag Vaidya,Richard J. Chen,10 Authors,Faisal Mahmood
2024 · DOI: 10.1038/s41591-024-02885-z
Nature Network Boston · 56 Citations
TLDR
It is found that richer feature representations obtained from self-supervised vision foundation models reduce performance variations between groups, and that these representations provide improvements upon weaker models even when those weaker models are combined with state-of-the-art bias mitigation strategies and modeling choices.
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