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.
☆116Updated 3 years ago
Related projects: ⓘ
- AdvAttacks; adversarial examples; FGSM;JSMA;CW;single pixel attack; local search attack;deepfool☆54Updated 5 years ago
- Using relativism to improve GAN-based Adversarial Attacks. 🦾☆39Updated last year
- Implementation of gradient-based adversarial attack(FGSM,MI-FGSM,PGD)☆74Updated 3 years ago
- Enhancing the Transferability of Adversarial Attacks through Variance Tuning☆81Updated 6 months ago
- Pytorch implementation of Adversarial Patch on ImageNet (arXiv: https://arxiv.org/abs/1712.09665)☆52Updated 4 years ago
- ☆48Updated 2 years ago
- Using FGSM, I-FGSM and MI-FGSM to generate and evaluate adversarial samples.☆11Updated 5 years ago
- 对抗样本(Adversarial Examples)和投毒攻击(Poisoning Attacks)相关资料☆99Updated 5 years ago
- A pytorch implementation of "Adversarial Examples in the Physical World"☆17Updated 5 years ago
- Implementation of https://arxiv.org/abs/1610.08401 for the CS-E4070 - Special Course in Machine Learning and Data Science: Advanced Topic…☆57Updated 4 years ago
- Code for "Adversarial Camouflage: Hiding Physical World Attacks with Natural Styles" (CVPR 2020)☆86Updated last year
- Patch-wise iterative attack (accepted by ECCV 2020) to improve the transferability of adversarial examples.☆88Updated 2 years ago
- Code for "Adversarial attack by dropping information." (ICCV 2021)☆74Updated 2 years ago
- ☆66Updated 3 years ago
- ☆76Updated 3 years ago
- A pytorch implementation of "Explaining and harnessing adversarial examples"☆65Updated 5 years ago
- a Pytorch implementation of the paper "Generating Adversarial Examples with Adversarial Networks" (advGAN).☆257Updated 3 years ago
- ☆28Updated 3 years ago
- A pytorch implementation of "Towards Evaluating the Robustness of Neural Networks"☆52Updated 5 years ago
- ☆41Updated last year
- A Implementation of IJCAI-19(Transferable Adversarial Attacks for Image and Video Object Detection)☆90Updated 5 years ago
- A paper list for localized adversarial patch research☆124Updated 8 months ago
- A novel data-free model stealing method based on GAN☆123Updated last year
- Code for Adv-watermark: A novel watermark perturbation for adversarial examples (ACM MM2020)☆41Updated 4 years ago
- The code of ICCV2021 paper "Meta Gradient Adversarial Attack"☆22Updated 2 years ago
- A curated list of papers on adversarial machine learning (adversarial examples and defense methods).☆210Updated 2 years ago
- My entry for ICLR 2018 Reproducibility Challenge for paper Synthesizing robust adversarial examples https://openreview.net/pdf?id=BJDH5M-…☆67Updated 6 years ago
- Real-time object detection is one of the key applications of deep neural networks (DNNs) for real-world mission-critical systems. While D…☆121Updated last year
- Implementation of the Boundary Attack algorithm as described in Brendel, Wieland, Jonas Rauber, and Matthias Bethge. "Decision-Based Adve…☆90Updated 3 years ago
- Attack-Inspired GAN - unofficial pytorch implementation☆17Updated last year