Effect of Demographic Bias on Skin Lesion Classification 事件

Effect of Demographic Bias on Skin Lesion Classification arXiv:2606.03214v1 Announce Type: cross Abstract: In this study, we evaluate the performance of skin lesion classification using ResNet-based convolutional models, focusing on the impact of demographic bias in training data, particularly variations in patient sex and age. We use linear programming to generate datasets with controlled demographic characteristics, allowing systematic investigation of bias effects. Three learning strategies