zoo.rst

Model Zoo

This tutorial will show you how the model zoo can be used to run your attack against a robust model.

Downloading a model

For this tutorial, we will download the Analysis by Synthesis model implemented in PyTorch and run a FGSM (GradienSignAttack) against it.

from foolbox import zoo

# download the model
model = zoo.get_model(url="https://github.com/bethgelab/AnalysisBySynthesis")

# read image and label
image = ...
label = ...

# apply attack on source image
attack  = foolbox.attacks.FGSM(model)
adversarial = attack(image, label)