natural-adv-examples
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A Harder ImageNet Test Set (CVPR 2021)
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.
![](https://github.com/hendrycks/natural-adv-examples/raw/master/examples.png)
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}
}