Natural Adversarial Examples
We introduce natural adversarial examples -- real-world, unmodified, and naturally occurring examples that cause machine learning model performance to significantly degrade.
Download the natural adversarial example dataset ImageNet-A for image classifiers here.
Download the natural adversarial example dataset ImageNet-O for out-of-distribution detectors here.
Citation
If you find this useful in your research, please consider citing:
@article{hendrycks2021nae,
title={Natural Adversarial Examples},
author={Dan Hendrycks and Kevin Zhao and Steven Basart and Jacob Steinhardt and Dawn Song},
journal={CVPR},
year={2021}
}