Unsupervised feature learning by augmenting single images

Alexey Dosovitskiy, Jost Tobias Springenberg, Thomas Brox

When deep learning is applied to visual object recognition, data augmentation is often used to generate additional training data without extra labeling cost. It helps to reduce ove…