Images

ImageNet-A

Introduced in Natural Adversarial Examples2018

About this Dataset

The ImageNet-A dataset consists of real-world, unmodified, and naturally occurring examples that are misclassified by ResNet models.

Source: On Robustness and Transferability of Convolutional Neural Networks Image Source: https://github.com/hendrycks/natural-adv-examples

Source: Natural Adversarial Examples

Dataset Variants

ImageNet-A

Papers1

Natural Adversarial Examples

This work introduces two challenging datasets that reliably cause machine learning model performance to substantially degrade and curates an adversarial out-of-distribution detection dataset called IMAGENET-O, which is the first out- of-dist distribution detection dataset created for ImageNet models.

Dataset Loaders

EDIT

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tensorflow/datasets

tfjax

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hendrycks/natural-adv-examples

pytorch

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ensta-u2is/torch-uncertainty

pytorch

Tasks