Effect of Demographic Bias on Skin Lesion Classification

In three linesStudy of demographic bias in skin lesion classification using ResNet-based models. Three strategies evaluated: single-task, reinforcing multi-task, adversarial learning. Sex bias stems from data imbalance; age bias consistently favors younger groups. Mitigation strategies show partial effectiveness depending on data distribution.

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