ImageNet-A

ImagesUnknownIntroduced 2019-01-01

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

Benchmarks

Adversarial Robustness/Accuracy Domain Adaptation/Top 1 Error Domain Adaptation/Top-1 accuracy %Domain Adaptation/Number of params Domain Generalization/Top-1 accuracy %Domain Generalization/Number of params Prompt Engineering/Top-1 accuracy %Unsupervised Domain Adaptation/Top 1 Error Zero-Shot Transfer Image Classification/Accuracy (Private)Zero-Shot Transfer Image Classification/Accuracy (Public)