Achieving robustness in classification using optimal transport with hinge regularization

Mathieu Serrurier, Franck Mamalet, Alberto González-Sanz +3

Adversarial examples have pointed out Deep Neural Networks vulnerability to small local noise. It has been shown that constraining their Lipschitz constant should enhance robustnes…