Example implementation of robustml interface

This repository contains an example implementation of a robustml model and attack interface. It also demonstrates how to evaluate a particular attack against a particular defense.

See inception_v3.py to see how to implement the Model interface. See attack.py to see how to implement the attack interface. See run.py to see how to run a particular attack against a particular defense.

Dependencies

This code depends on robustml. You can install it from PyPI with pip install robustml or you can clone the repo and install it with pip install -e ..

Running

Run with:

python run.py --imagenet-path <path to imagenet data>

Run python run.py --help to see more usage details.