27 Open Source Adversarial Example Software Projects
Free and open source adversarial example code projects including engines, APIs, generators, and tools.
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.
Pytorch Cnn Adversarial Attacks 296 ⭐
Pytorch implementation of convolutional neural network adversarial attack techniques
Non Targeted Adversarial Attacks 173 ⭐
A non-targeted adversarial attack method, which won the first place in NIPS 2017 non-targeted adversarial attacks competition
Fast_adversarial 116 ⭐
Code for the CVPR 2019 article "Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses"
Free_adv_train 116 ⭐
Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural training.
Targeted Adversarial Attack 100 ⭐
A targeted adversarial attack method, which won the NIPS 2017 targeted adversarial attacks competition
At Cnn 48 ⭐
Project page for our paper: Interpreting Adversarially Trained Convolutional Neural Networks
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 "