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.gitignore Initial release of reproductions and attacks Feb 5, 2018
README.md
cat.jpg
defense.py Initial release of reproductions and attacks Feb 5, 2018
imagenet_labels.py Initial release of reproductions and attacks Feb 5, 2018
inceptionv3.py
randomization.ipynb Initial release of reproductions and attacks Feb 5, 2018
robustml_attack.py
robustml_model.py Implement robustml API for randomization Jun 20, 2018
setup.sh Initial release of reproductions and attacks Feb 5, 2018
utils.py

README.md

Mitigating Adversarial Effects Through Randomization

Paper: Xie et al. 2018

Setup

Run ./setup.sh to fetch models.

Breaks

  • Random resize/pad: randomization.ipynb (broken with EOT)

robustml evaluation

Run with:

python robustml_attack.py --imagenet-path <path>