Search Results for author: Arezou Pakzad

Found 2 papers, 2 papers with code

CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions

1 code implementation29 Aug 2022 Arezou Pakzad, Kumar Abhishek, Ghassan Hamarneh

While deep learning based approaches have demonstrated expert-level performance in dermatological diagnosis tasks, they have also been shown to exhibit biases toward certain demographic attributes, particularly skin types (e. g., light versus dark), a fairness concern that must be addressed.

16k Fairness +3

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