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.
☆131Updated 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☆57Updated 5 years ago
- Using relativism to improve GAN-based Adversarial Attacks. 🦾☆44Updated 2 years ago
- Implementation of gradient-based adversarial attack(FGSM,MI-FGSM,PGD)☆96Updated 4 years ago
- ☆51Updated 3 years ago
- a Pytorch implementation of the paper "Generating Adversarial Examples with Adversarial Networks" (advGAN).☆271Updated 4 years ago
- Enhancing the Transferability of Adversarial Attacks through Variance Tuning☆88Updated last year
- ☆71Updated 4 years ago
- A pytorch implementation of "Towards Deep Learning Models Resistant to Adversarial Attacks"☆156Updated 5 years ago
- A pytorch implementation of "Towards Evaluating the Robustness of Neural Networks"☆58Updated 5 years ago
- Using FGSM, I-FGSM and MI-FGSM to generate and evaluate adversarial samples.☆12Updated 5 years ago
- A novel data-free model stealing method based on GAN☆127Updated 2 years ago
- code for "Feature Importance-aware Transferable Adversarial Attacks"☆82Updated 3 years ago
- Official Repository for the AAAI-20 paper "Hidden Trigger Backdoor Attacks"☆128Updated last year
- 对抗样本（Adversarial Examples）和投毒攻击（Poisoning Attacks）相关资料☆117Updated 6 years ago
- This is for releasing the source code of the ACSAC paper "STRIP: A Defence Against Trojan Attacks on Deep Neural Networks"☆57Updated 8 months ago
- A curated list of papers on adversarial machine learning (adversarial examples and defense methods).☆210Updated 3 years ago
- A pytorch implementation of "Adversarial Examples in the Physical World"☆17Updated 5 years ago
- Code for "Adversarial attack by dropping information." (ICCV 2021)☆75Updated 3 years ago
- Spectrum simulation attack (ECCV'2022 Oral) towards boosting the transferability of adversarial examples☆108Updated 2 years ago
- A pytorch implementation of "Explaining and harnessing adversarial examples"☆67Updated 5 years ago
- My entry for ICLR 2018 Reproducibility Challenge for paper Synthesizing robust adversarial examples https://openreview.net/pdf?id=BJDH5M-…☆73Updated 7 years ago
- ☆85Updated 4 years ago
- The code of ICCV2021 paper "Meta Gradient Adversarial Attack"☆24Updated 3 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
- Real-time object detection is one of the key applications of deep neural networks (DNNs) for real-world mission-critical systems. While D…☆132Updated 2 years ago
- Patch-wise iterative attack (accepted by ECCV 2020) to improve the transferability of adversarial examples.☆92Updated 3 years ago
- Code for LAS-AT: Adversarial Training with Learnable Attack Strategy (CVPR2022)☆117Updated 3 years ago
- Implementation of https://arxiv.org/abs/1610.08401 for the CS-E4070 - Special Course in Machine Learning and Data Science: Advanced Topic…☆62Updated 5 years ago
- Invisible Backdoor Attack with Sample-Specific Triggers☆96Updated 2 years ago
- Detection of adversarial examples using influence functions and nearest neighbors☆36Updated 2 years ago