FourierMix

ECCV'22 "A Spectral View of Randomized Smoothing under Common Corruptions: Benchmarking and Improving Certified Robustness".

CIFAR-10/100-F

CIFAR-F can be downloaded from here.

Below are some sampled images from our created CIFAR-10/100-F. Please refer to our paper for more details.

Citation

If you find this useful in your research, please consider citing:

@article{sun2022fouriermix,
  title={A Spectral View of Randomized Smoothing under Common Corruptions: Benchmarking and Improving Certified Robustness},
  author={Jiachen Sun and Akshay Mehra and Bhavya Kailkhura and Pin-Yu Chen and Dan Hendrycks and Jihun Hamm and Z. Morley Mao},
  journal={ECCV},
  year={2022}
}