Style Augmentation: Data Augmentation via Style Randomization

Philip T. Jackson, Amir Atapour-Abarghouei, Stephen Bonner +2

We introduce style augmentation, a new form of data augmentation based on random style transfer, for improving the robustness of convolutional neural networks (CNN) over both class…