Reducing Class-Wise Performance Disparity via Margin Regularization

Beier Zhu, Kesen Zhao, Jiequan Cui +4

Deep neural networks often exhibit substantial disparities in class-wise accuracy, even when trained on class-balanced data, posing concerns for reliable deployment. While prior ef…