Yunpeng Jiang

Understanding and Reducing the Class-Dependent Effects of Data Augmentation with A Two-Player Game Approach

2024 · arXiv (Cornell University)

Data augmentation is widely applied and has shown its benefits in different machine learning tasks. However, as recently observed, it may have an unfair effect in multi-class classification. While data augmentation generally improves the overall …