Achieving Fair Skin Lesion Detection through Skin Tone Normalization and Channel Pruning

Zihan Wei, Tapabrata Chakraborti

Recent works have shown that deep learning based skin lesion image classification models trained on unbalanced dataset can exhibit bias toward protected demographic attributes such…