CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision Models. (arXiv:2206.04365v1 [cs.CV])

Adversarial examples represent a serious threat for deep neural networks in
several application domains and a huge amount of work has been produced to
investigate them and mitigate their effects. Nevertheless, no much work has
been devoted to the generation of datasets specifically designed to evaluate
the adversarial robustness of neural models. This paper presents CARLA-GeAR, a
tool for the automatic generation of photo-realistic synthetic datasets that
can be used for a systematic evaluation of the adversarial robustness of neural …

arxiv cv dataset evaluation gear generator robustness vision