AUC-mixup: Deep AUC Maximization with Mixup

no code implementations • 18 Oct 2023 • Jianzhi Xv, Gang Li, Tianbao Yang

While deep AUC maximization (DAM) has shown remarkable success on imbalanced medical tasks, e. g., chest X-rays classification and skin lesions classification, it could suffer from severe overfitting when applied to small datasets due to its aggressive nature of pushing prediction scores of positive data away from that of negative data.

Data Augmentation