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Natural Adversarial Examples

We introduce natural adversarial examples -- real-world, unmodified, and naturally occurring examples that cause classifier accuracy to significantly degrade.

Download the natural adversarial example dataset ImageNet-A here.

Some natural adverarial examples are shown in the following figure with the correct class, predicted class, and confidence:


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

  title={Natural Adversarial Examples},
  author={Dan Hendrycks and Kevin Zhao and Steven Basart and Jacob Steinhardt and Dawn Song},
  journal={arXiv preprint arXiv:1907.07174},
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