no code implementations • AAAI Workshop AdvML 2022 • Berat Tuna Karli, Deniz Sen, Alptekin Temizel
We show that these methods could also be used in conjunction to improve the perceptual quality of adversarial examples and demonstrate the quantitative improvements on CIFAR-10 and NIPS2017 Adversarial Learning Challenge datasets.
no code implementations • AAAI Workshop AdvML 2022 • Deniz Sen, Berat Tuna Karli, Alptekin Temizel
Despite being very successful, deep learning models were shown to be vulnerable to crafted perturbations.
1 code implementation • 5 Aug 2021 • Ayberk Aydın, Deniz Sen, Berat Tuna Karli, Oguz Hanoglu, Alptekin Temizel
Deep Neural Networks have been shown to be vulnerable to various kinds of adversarial perturbations.