On-the-Fly Data Augmentation via Gradient-Guided and Sample-Aware Influence Estimation

Suorong Yang, Jie Zong, Lihang Wang +6

Data augmentation has been widely employed to improve the generalization of deep neural networks. Most existing methods apply fixed or random transformations. However, we find that…