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