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

Yunpeng Jiang, Yutong Ban, Paul Weng

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 class…