adversarial-example

advboxes/AdvBox

Advbox is a toolbox to generate adversarial examples that fool neural networks in PaddlePaddle、PyTorch、Caffe2、MxNet、Keras、TensorFlow and Advbox can benchmark the robustness of machine learning models. Advbox give a command line tool to generate adversarial examples with Zero-Coding.

BorealisAI/advertorch

A Toolbox for Adversarial Robustness Research

thunlp/OpenAttack

An Open-Source Package for Textual Adversarial Attack.

hendrycks/natural-adv-examples

A Harder ImageNet Test Set (CVPR 2021)

utkuozbulak/pytorch-cnn-adversarial-attacks

Pytorch implementation of convolutional neural network adversarial attack techniques

1Konny/FGSM

Simple pytorch implementation of FGSM and I-FGSM

dongyp13/Non-Targeted-Adversarial-Attacks

A non-targeted adversarial attack method, which won the first place in NIPS 2017 non-targeted adversarial attacks competition

ashafahi/free_adv_train

Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural training.

jsikyoon/adv_attack_capsnet

Tensorflow Implementation of Adversarial Attack to Capsule Networks

wanglouis49/pytorch-adversarial_box

PyTorch library for adversarial attack and training

OmidPoursaeed/Generative_Adversarial_Perturbations

Generative Adversarial Perturbations (CVPR 2018)

jeromerony/fast_adversarial

Code for the CVPR 2019 article "Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses"

dongyp13/Targeted-Adversarial-Attack

A targeted adversarial attack method, which won the NIPS 2017 targeted adversarial attacks competition

idrl-lab/Adversarial-Attacks-on-Object-Detectors-Paperlist

A Paperlist of Adversarial Attack on Object Detection

cuge1995/awesome-3D-point-cloud-attacks

List of state of the art papers, code, and other resources

rakutentech/stAdv

Spatially Transformed Adversarial Examples with TensorFlow

prabhant/synthesizing-robust-adversarial-examples

My entry for ICLR 2018 Reproducibility Challenge for paper Synthesizing robust adversarial examples https://openreview.net/pdf?id=BJDH5M-AW

iamaaditya/pixel-deflection

Deflecting Adversarial Attacks with Pixel Deflection

PKUAI26/AT-CNN

Project page for our paper: Interpreting Adversarially Trained Convolutional Neural Networks

kjunelee/WINN

Wasserstein Introspective Neural Networks (CVPR 2018 Oral)

YyzHarry/ME-Net

[ICML 2019] ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation

LongPham7/Distributionally-Robust-Optimization

Experiments with distributionally robust optimization (DRO) for deep neural networks

RanTaimu/Adversarial-Transformation-Network

A simple implement of an Adversarial Autoencoding ATN(AAE ATN)

avoroshilov/tf-squeezenet

TensorFlow version of SqueezeNet with converted pretrained weights

zhangbincheng1997/captcha-adversarial-attack

基于深度学习的验证码破解、对抗与反对抗研究

chawins/knn-defense

Adversarial Examples on KNN (and its neural network friends)

dykang/adventure

code for ACL 2018 paper by Kang et al., "AdvEntuRe: Adversarial Training for Textual Entailment with Knowledge-Guided Examples "

ZhangXiao96/EEGAdversary

This is a toolbox to construct adversarial examples of EEG signals. The traditional EEG extraction methods and classifiers are re-implemented in Tensorflow.

Flag-C/ThermometerEncoding

reproduction of Thermometer Encoding: One Hot Way To Resist Adversarial Examples in pytorch

liuzrcc/AIP

Adversarial Item Promotion in visually-aware recommenders

csce585-mlsystems/project-athena

This is the course project for CSCE585: ML Systems. Students will build their machine learning systems based on the provided infrastructure --- Athena.

KellerJordan/CapsNet-Adversarial

Capsule networks can defend against adversarial attacks using reconstruction error

Madanfeng/advGAN_tf2

Fraunhofer-AISEC/towards-resistant-audio-adversarial-examples

Generation tool for offset-resistant audio adversarial examples against Deepspeech

jsikyoon/nips17_adv_attack

Tensorflow Implementation of adversarial learning based adversarial example generator