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Adversarial Example
27 Open Source Adversarial Example Software Projects
Free and open source adversarial example code projects including engines, APIs, generators, and tools.
Nlpaug
1260 ⭐
Data augmentation for NLP
Advbox
978 ⭐
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.
Advertorch
724 ⭐
A Toolbox for Adversarial Robustness Research
Pytorch Cnn Adversarial Attacks
296 ⭐
Pytorch implementation of convolutional neural network adversarial attack techniques
Natural Adv Examples
282 ⭐
A Harder ImageNet Test Set
Non Targeted Adversarial Attacks
173 ⭐
A non-targeted adversarial attack method, which won the first place in NIPS 2017 non-targeted adversarial attacks competition
Adv_attack_capsnet
165 ⭐
Tensorflow Implementation of Adversarial Attack to Capsule Networks
Fast_adversarial
116 ⭐
Code for the CVPR 2019 article "Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses"
Fgsm
116 ⭐
Simple pytorch implementation of FGSM and I-FGSM
Free_adv_train
116 ⭐
Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural training.
Pytorch Adversarial_box
97 ⭐
PyTorch library for adversarial attack and training
Targeted Adversarial Attack
100 ⭐
A targeted adversarial attack method, which won the NIPS 2017 targeted adversarial attacks competition
Openattack
113 ⭐
An Open-Source Package for Textual Adversarial Attack.
Generative_adversarial_perturbations
76 ⭐
Generative Adversarial Perturbations (CVPR 2018)
Pixel Deflection
60 ⭐
Deflecting Adversarial Attacks with Pixel Deflection
Winn
59 ⭐
Wasserstein Introspective Neural Networks (CVPR 2018 Oral)
Stadv
57 ⭐
Spatially Transformed Adversarial Examples with TensorFlow
At Cnn
48 ⭐
Project page for our paper: Interpreting Adversarially Trained Convolutional Neural Networks
Me Net
39 ⭐
[ICML 2019] ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation
Tf Squeezenet
28 ⭐
TensorFlow version of SqueezeNet with converted pretrained weights
Synthesizing Robust Adversarial Examples
27 ⭐
My entry for ICLR 2018 Reproducibility Challenge for paper Synthesizing robust adversarial examples https://openreview.net/pdf?id=BJDH5M-AW
Adversarial Transformation Network
27 ⭐
A simple implement of an Adversarial Autoencoding ATN(AAE ATN)
Thermometerencoding
14 ⭐
reproduction of Thermometer Encoding: One Hot Way To Resist Adversarial Examples in pytorch
Adventure
12 ⭐
code for ACL 2018 paper by Kang et al., "AdvEntuRe: Adversarial Training for Textual Entailment with Knowledge-Guided Examples "
Captcha Adversarial Attack
12 ⭐
基于深度学习的验证码破解、对抗与反对抗研究
Knn Defense
11 ⭐
Adversarial Examples on KNN (and its neural network friends)
Nips17_adv_attack
10 ⭐
Tensorflow Implementation of adversarial learning based adversarial example generator