Addressing Neural Network Robustness with Mixup and Targeted Labeling Adversarial Training

Alfred Laugros, Alice Caplier, Matthieu Ospici

Despite their performance, Artificial Neural Networks are not reliable enough for most of industrial applications. They are sensitive to noises, rotations, blurs and adversarial ex…