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Youssef Attia

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#machine learning Preprint Sep 2026

CAMEO: A Class-Activation-Mapped Equitable Overlay Framework for Fair and Robust Deep Learning-based Skin Condition Diagnosis

CAMEO (Class Activation Mapped Equitable Overlay), a framework that improves skin-lesion classification by selecting stable model explanations and using them to separate lesions from their backgrounds, is introduced, which shows that reducing reliance on background information improves robustness.

Youssef Attia, D. Mukherjee · 0 citations