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Andreas K. Maier

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#computer vision Preprint Aug 2026

FRAME: separating sampling variation from representational cause in medical imaging fairness

Subgroup performance differences are the standard evidence for fairness bias in medical imaging, and the usual response removes the demographic information that a model encodes. Here we introduce Fair-model Reference And Mechanism Evaluation (FRAME), a two-step framework for auditing such a claim. The first step derive...

Mahshad Lotfinia, D. Truhn, Andreas K. Maier et al. · 0 citations