Semantic Perturbations with Normalizing Flows for Improved Generalization

Oguz Kaan Yuksel, Sebastian U. Stich, Martin Jaggi +1

Data augmentation is a widely adopted technique for avoiding overfitting when training deep neural networks. However, this approach requires domain-specific knowledge and is often…