naoto0804/chainer-adversarial-examples

Adversarial attack methods, FGSM and TGSM, implemented in Chainer

Adversarial Attack with Chainer

Two adversarial images crafting algorithms are implemented with Chainer. The two attacking algorithms can be found in attacks folder.

Requirements

• Python 3.5+
• Chainer 2.0.1+
• CuPy 1.0.1+
• Matplotlib

Usage

$ python demo.py --gpu gpu

• Examples generated by Fast Gradient Sign Method (iterative)

References

• [1]: Explaining and Harnessing Adversarial Examples, Goodfellow et al., CoRR2014
• [2]: Adversarial examples in the physical world, Kurakin et al., ICLR2017

Related Work

• [1]: Cleverhans
• [2]: Implementation in tensorflow