utkuozbulak / pytorch-cnn-adversarial-attacks
Pytorch implementation of convolutional neural network adversarial attack techniques
☆350Updated 5 years ago
Related projects ⓘ
Alternatives and complementary repositories for pytorch-cnn-adversarial-attacks
- Countering Adversarial Image using Input Transformations.☆489Updated 3 years ago
- Implementation of Papers on Adversarial Examples☆387Updated last year
- Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models (published in ICLR2018)☆231Updated 5 years ago
- The winning submission for NIPS 2017: Defense Against Adversarial Attack of team TSAIL☆227Updated 6 years ago
- Datasets for the paper "Adversarial Examples are not Bugs, They Are Features"☆185Updated 4 years ago
- A challenge to explore adversarial robustness of neural networks on CIFAR10.☆489Updated 3 years ago
- ImageNet classifier with state-of-the-art adversarial robustness☆677Updated 4 years ago
- Code for the CVPR 2019 article "Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses"☆134Updated 3 years ago
- A curated list of awesome resources for adversarial examples in deep learning☆261Updated 3 years ago
- This is the reading list mainly on adversarial examples (attacks, defenses, etc.) I try to keep and update regularly.☆221Updated 5 years ago
- Pytorch code to generate adversarial examples on mnist and ImageNet data.☆116Updated 5 years ago
- PyTorch library for adversarial attack and training☆141Updated 5 years ago
- A challenge to explore adversarial robustness of neural networks on MNIST.☆733Updated 2 years ago
- A PyTorch baseline attack example for the NIPS 2017 adversarial competition☆85Updated 7 years ago
- TRADES (TRadeoff-inspired Adversarial DEfense via Surrogate-loss minimization)☆518Updated last year
- A method for training neural networks that are provably robust to adversarial attacks.☆380Updated 2 years ago
- LaTeX source for the paper "On Evaluating Adversarial Robustness"☆253Updated 3 years ago
- Physical adversarial attack for fooling the Faster R-CNN object detector☆156Updated 4 years ago
- PyTorch Implementation of Adversarial Training for Free!☆239Updated 3 years ago
- Code for "Learning Perceptually-Aligned Representations via Adversarial Robustness"☆159Updated 4 years ago
- [ICLR 2020] A repository for extremely fast adversarial training using FGSM☆431Updated 3 months ago
- Ensemble Adversarial Training on MNIST☆121Updated 7 years ago
- Improving Transferability of Adversarial Examples with Input Diversity☆161Updated 5 years ago
- Simple pytorch implementation of FGSM and I-FGSM☆273Updated 6 years ago
- Pytorch Adversarial Attack Framework☆78Updated 5 years ago
- Provable adversarial robustness at ImageNet scale☆366Updated 5 years ago
- Code for "Robustness May Be at Odds with Accuracy"☆93Updated last year
- Code for our CVPR 2018 paper, "On the Robustness of Semantic Segmentation Models to Adversarial Attacks"☆101Updated 5 years ago
- Mitigating Adversarial Effects Through Randomization☆117Updated 6 years ago
- Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural trai…☆173Updated 6 months ago