Frozen dermatology foundation models with a lightweight MLP head achieve state-of-the-art class-incremental learning accuracy on HAM10000, Dermofit, and Derm7pt with zero measured forgetting.
Medical Image Analysis (2024)
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Foundation Models as Class-Incremental Learners for Dermatological Image Classification
Frozen dermatology foundation models with a lightweight MLP head achieve state-of-the-art class-incremental learning accuracy on HAM10000, Dermofit, and Derm7pt with zero measured forgetting.