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Adversarial Example
32 Open Source Adversarial Example Software Projects
Free and open source adversarial example code projects including engines, APIs, generators, and tools.
Nlpaug
2885 ⭐
Data augmentation for NLP
Advbox
1200 ⭐
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
993 ⭐
A Toolbox for Adversarial Robustness Research
Pytorch Cnn Adversarial Attacks
324 ⭐
Pytorch implementation of convolutional neural network adversarial attack techniques
Natural Adv Examples
418 ⭐
A Harder ImageNet Test Set (CVPR 2021)
Non Targeted Adversarial Attacks
203 ⭐
A non-targeted adversarial attack method, which won the first place in NIPS 2017 non-targeted adversarial attacks competition
Adv_attack_capsnet
175 ⭐
Tensorflow Implementation of Adversarial Attack to Capsule Networks
Fast_adversarial
127 ⭐
Code for the CVPR 2019 article "Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses"
Fgsm
178 ⭐
Simple pytorch implementation of FGSM and I-FGSM
Free_adv_train
150 ⭐
Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural training.
Pytorch Adversarial_box
119 ⭐
PyTorch library for adversarial attack and training
Targeted Adversarial Attack
116 ⭐
A targeted adversarial attack method, which won the NIPS 2017 targeted adversarial attacks competition
Openattack
409 ⭐
An Open-Source Package for Textual Adversarial Attack.
Generative_adversarial_perturbations
86 ⭐
Generative Adversarial Perturbations (CVPR 2018)
Pixel Deflection
65 ⭐
Deflecting Adversarial Attacks with Pixel Deflection
Winn
61 ⭐
Wasserstein Introspective Neural Networks (CVPR 2018 Oral)
Stadv
67 ⭐
Spatially Transformed Adversarial Examples with TensorFlow
At Cnn
57 ⭐
Project page for our paper: Interpreting Adversarially Trained Convolutional Neural Networks
Me Net
47 ⭐
[ICML 2019] ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation
Tf Squeezenet
27 ⭐
TensorFlow version of SqueezeNet with converted pretrained weights
Synthesizing Robust Adversarial Examples
48 ⭐
My entry for ICLR 2018 Reproducibility Challenge for paper Synthesizing robust adversarial examples https://openreview.net/pdf?id=BJDH5M-AW
Adversarial Transformation Network
29 ⭐
A simple implement of an Adversarial Autoencoding ATN(AAE ATN)
Thermometerencoding
16 ⭐
reproduction of Thermometer Encoding: One Hot Way To Resist Adversarial Examples in pytorch
Adventure
14 ⭐
code for ACL 2018 paper by Kang et al., "AdvEntuRe: Adversarial Training for Textual Entailment with Knowledge-Guided Examples "
Captcha Adversarial Attack
17 ⭐
基于深度学习的验证码破解、对抗与反对抗研究
Knn Defense
15 ⭐
Adversarial Examples on KNN (and its neural network friends)
Nips17_adv_attack
9 ⭐
Tensorflow Implementation of adversarial learning based adversarial example generator
Awesome 3D Point Cloud Attacks
21 ⭐
List of state of the art papers, code, and other resources
Distributionally Robust Optimization
12 ⭐
Experiments with distributionally robust optimization (DRO) for deep neural networks
Csce585 Mlsystems Project Athena
12 ⭐
This is the course project for CSCE585: ML Systems. Students will build their machine learning systems based on the provided infrastructure --- Athena.
Eegadversary
12 ⭐
This is a toolbox to construct adversarial examples of EEG signals. The traditional EEG extraction methods and classifiers are re-implemented in Tensorflow.
Capsnet Adversarial
10 ⭐
Capsule networks can defend against adversarial attacks using reconstruction error