as791 / Adversarial-Example-Attack-and-DefenseLinks
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.
☆136Updated 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
Sorting:
- AdvAttacks; adversarial examples; FGSM;JSMA;CW;single pixel attack; local search attack;deepfool☆58Updated 6 years ago
- Using relativism to improve GAN-based Adversarial Attacks. 🦾☆44Updated 2 years ago
- ☆53Updated 3 years ago
- Implementation of gradient-based adversarial attack(FGSM,MI-FGSM,PGD)☆101Updated 4 years ago
- Code for "Adversarial attack by dropping information." (ICCV 2021)☆78Updated 3 years ago
- A pytorch implementation of "Adversarial Examples in the Physical World"☆19Updated 6 years ago
- Enhancing the Transferability of Adversarial Attacks through Variance Tuning☆89Updated last year
- a Pytorch implementation of the paper "Generating Adversarial Examples with Adversarial Networks" (advGAN).☆275Updated 4 years ago
- My entry for ICLR 2018 Reproducibility Challenge for paper Synthesizing robust adversarial examples https://openreview.net/pdf?id=BJDH5M-…☆74Updated 7 years ago
- Invisible Backdoor Attack with Sample-Specific Triggers☆102Updated 3 years ago
- This is for releasing the source code of the ACSAC paper "STRIP: A Defence Against Trojan Attacks on Deep Neural Networks"☆61Updated last year
- ☆87Updated 4 years ago
- Pytorch implementation of Adversarial Patch on ImageNet (arXiv: https://arxiv.org/abs/1712.09665)☆64Updated 5 years ago
- Official Repository for the AAAI-20 paper "Hidden Trigger Backdoor Attacks"☆132Updated 2 years ago
- A pytorch implementation of "Towards Deep Learning Models Resistant to Adversarial Attacks"☆157Updated 6 years ago
- This is an implementation demo of the ICLR 2021 paper [Neural Attention Distillation: Erasing Backdoor Triggers from Deep Neural Networks…☆124Updated 3 years ago
- Patch-wise iterative attack (accepted by ECCV 2020) to improve the transferability of adversarial examples.☆93Updated 3 years ago
- A pytorch implementation of "Towards Evaluating the Robustness of Neural Networks"☆59Updated 6 years ago
- ☆41Updated 2 years ago
- Implementation of https://arxiv.org/abs/1610.08401 for the CS-E4070 - Special Course in Machine Learning and Data Science: Advanced Topic…☆64Updated 5 years ago
- An adversarial attack on object detectors☆150Updated 4 years ago
- A curated list of papers on adversarial machine learning (adversarial examples and defense methods).☆212Updated 3 years ago
- ☆31Updated 4 years ago
- Code for "Adversarial Camouflage: Hiding Physical World Attacks with Natural Styles" (CVPR 2020)☆94Updated 2 years ago
- The code of ICCV2021 paper "Meta Gradient Adversarial Attack"☆25Updated 3 years ago
- The official implementation of CVPR 2021 paper "Simulating Unknown Target Models for Query-Efficient Black-box Attacks"☆59Updated 4 years ago
- ☆71Updated 4 years ago
- Code for LAS-AT: Adversarial Training with Learnable Attack Strategy (CVPR2022)☆118Updated 3 years ago
- code for "Feature Importance-aware Transferable Adversarial Attacks"☆87Updated 3 years ago
- Code for Adv-watermark: A novel watermark perturbation for adversarial examples (ACM MM2020)☆41Updated 5 years ago