Towards Understanding Why Data Augmentation Improves Generalization

Jingyang Li, Jiachun Pan, Kim-Chuan Toh +1

Data augmentation is a cornerstone technique in deep learning, widely used to improve model generalization. Traditional methods like random cropping and color jittering, as well as…