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)☆83Updated 3 years ago
- Using relativism to improve GAN-based Adversarial Attacks. 🦾☆41Updated last year
- Enhancing the Transferability of Adversarial Attacks through Variance Tuning☆85Updated 11 months ago
- AdvAttacks; adversarial examples; FGSM;JSMA;CW;single pixel attack; local search attack;deepfool☆55Updated 5 years ago
- Invisible Backdoor Attack with Sample-Specific Triggers☆94Updated 2 years ago
- Code for Adv-watermark: A novel watermark perturbation for adversarial examples (ACM MM2020)☆41Updated 4 years ago
- A pytorch implementation of "Explaining and harnessing adversarial examples"☆66Updated 5 years ago
- A pytorch implementation of "Towards Evaluating the Robustness of Neural Networks"☆55Updated 5 years ago
- ☆83Updated 4 years ago
- ☆70Updated 3 years ago
- code for "Feature Importance-aware Transferable Adversarial Attacks"☆80Updated 2 years ago
- Code for LAS-AT: Adversarial Training with Learnable Attack Strategy (CVPR2022)☆116Updated 2 years ago
- Official Repository for the AAAI-20 paper "Hidden Trigger Backdoor Attacks"☆123Updated last year
- Pytorch implementation of Adversarial Patch on ImageNet (arXiv: https://arxiv.org/abs/1712.09665)☆57Updated 4 years ago
- A pytorch implementation of "Towards Deep Learning Models Resistant to Adversarial Attacks"☆150Updated 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
- ☆50Updated 3 years ago
- 对抗样本(Adversarial Examples)和投毒攻击(Poisoning Attacks)相关资料☆112Updated 5 years ago
- Code for "Adversarial Camouflage: Hiding Physical World Attacks with Natural Styles" (CVPR 2020)☆89Updated last year
- This is for releasing the source code of the ACSAC paper "STRIP: A Defence Against Trojan Attacks on Deep Neural Networks"☆54Updated 3 months 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
- Using FGSM, I-FGSM and MI-FGSM to generate and evaluate adversarial samples.☆12Updated 5 years ago
- Code for "Adversarial attack by dropping information." (ICCV 2021)☆75Updated 3 years ago
- Input Purification Defense Against Trojan Attacks on Deep Neural Network Systems☆27Updated 3 years ago
- The official implementation of CVPR 2021 paper "Simulating Unknown Target Models for Query-Efficient Black-box Attacks"☆57Updated 3 years ago
- ☆30Updated 3 years ago
- WaNet - Imperceptible Warping-based Backdoor Attack (ICLR 2021)☆120Updated 3 months ago
- An adversarial attack on object detectors☆146Updated 3 years ago
- Attacking a dog vs fish classification that uses transfer learning inceptionV3☆70Updated 6 years ago
- ICCV 2021☆14Updated 3 years ago