as791 / Adversarial-Example-Attack-and-Defense
This repository contains the implementation of three adversarial example attack methods FGSM, IFGSM, MI-FGSM and one Distillation as defense against all attacks using MNIST dataset.
☆126Updated 4 years ago
Alternatives and similar repositories for Adversarial-Example-Attack-and-Defense:
Users that are interested in Adversarial-Example-Attack-and-Defense are comparing it to the libraries listed below
- Implementation of gradient-based adversarial attack(FGSM,MI-FGSM,PGD)☆85Updated 3 years ago
- Using relativism to improve GAN-based Adversarial Attacks. 🦾☆41Updated 2 years ago
- Enhancing the Transferability of Adversarial Attacks through Variance Tuning☆85Updated last year
- A pytorch implementation of "Towards Evaluating the Robustness of Neural Networks"☆56Updated 5 years ago
- AdvAttacks; adversarial examples; FGSM;JSMA;CW;single pixel attack; local search attack;deepfool☆55Updated 5 years ago
- A pytorch implementation of "Explaining and harnessing adversarial examples"☆67Updated 5 years ago
- 对抗样本（Adversarial Examples）和投毒攻击（Poisoning Attacks）相关资料☆117Updated 5 years ago
- Invisible Backdoor Attack with Sample-Specific Triggers☆94Updated 2 years ago
- ☆51Updated 3 years ago
- Pytorch implementation of Adversarial Patch on ImageNet (arXiv: https://arxiv.org/abs/1712.09665)☆61Updated 5 years ago
- a Pytorch implementation of the paper "Generating Adversarial Examples with Adversarial Networks" (advGAN).☆267Updated 4 years ago
- ☆40Updated last year
- Using FGSM, I-FGSM and MI-FGSM to generate and evaluate adversarial samples.☆12Updated 5 years ago
- CVPR 2021 Official repository for the Data-Free Model Extraction paper. https://arxiv.org/abs/2011.14779☆71Updated last year
- Code for Adv-watermark: A novel watermark perturbation for adversarial examples (ACM MM2020)☆40Updated 4 years ago
- Implementation of https://arxiv.org/abs/1610.08401 for the CS-E4070 - Special Course in Machine Learning and Data Science: Advanced Topic…☆61Updated 5 years ago
- Code for "Adversarial Camouflage: Hiding Physical World Attacks with Natural Styles" (CVPR 2020)☆91Updated 2 years ago
- ☆70Updated 3 years ago
- code for "Feature Importance-aware Transferable Adversarial Attacks"☆82Updated 2 years ago
- ☆85Updated 4 years ago
- A pytorch implementation of "Towards Deep Learning Models Resistant to Adversarial Attacks"☆153Updated 5 years ago
- This is an implementation demo of the ICLR 2021 paper [Neural Attention Distillation: Erasing Backdoor Triggers from Deep Neural Networks…☆122Updated 3 years ago
- Spectrum simulation attack (ECCV'2022 Oral) towards boosting the transferability of adversarial examples☆101Updated 2 years ago
- Implementation of the Boundary Attack algorithm as described in Brendel, Wieland, Jonas Rauber, and Matthias Bethge. "Decision-Based Adve…☆94Updated 4 years ago
- A novel data-free model stealing method based on GAN☆127Updated 2 years ago
- Code for LAS-AT: Adversarial Training with Learnable Attack Strategy (CVPR2022)☆118Updated 3 years ago
- Tensorflow implementation of Generating Adversarial Examples with Adversarial Networks☆42Updated 6 years ago
- Paper list of Adversarial Examples☆46Updated last year
- ☆30Updated 3 years ago
- A pytorch implementation of "Adversarial Examples in the Physical World"☆17Updated 5 years ago