Xu, Zhikang

A Unified Perspective for Loss-Oriented Imbalanced Learning via Localization

2023 · arXiv (Cornell University)

Due to the inherent imbalance in real-world datasets, naïve Empirical Risk Minimization (ERM) tends to bias the learning process towards the majority classes, hindering generalization to minority classes. To rebalance the learning process, one straightforward …