Datasets › ImageNet-A
ImageNet-A
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 archive 2025-07-28
All 5 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Domain Generalization | ImageNet-A | Model soups (BASIC-L) Top-1 accuracy % 94.17 | Model soups: averaging weights of multiple fine-tuned... | mlfoundations/model-soups +5 | 39 | Compare |
| Zero-Shot Transfer Image Classification | ImageNet-A | CoCa Accuracy (Private) 90.2 | CoCa: Contrastive Captioners are Image-Text Foundation Models | mlfoundations/open_clip +5 | 13 | Compare |
| Prompt Engineering | ImageNet-A | POMP Top-1 accuracy % 51.6 | Prompt Pre-Training with Twenty-Thousand Classes for... | amazon-science/prompt-pretraining | 9 | Compare |
| Adversarial Robustness | ImageNet-A | DeiT-S (AdamW, Cosine) Accuracy 12.2 | Are Transformers More Robust Than CNNs? | ytongbai/ViTs-vs-CNNs | 4 | Compare |
| Unsupervised Domain Adaptation | ImageNet-A | EfficientNet-L2 NoisyStudent + RPL Top 1 Error 14.8 | If your data distribution shifts, use self-learning | bethgelab/robustness | 1 | Compare |
Papers archive 2025-07-28
30 shown of 45 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 431. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
The full list of 45 is in the JSON twin.
Dataset loaders archive 2025-07-28
3 loaders as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Unknown
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- ImageNet-A
1 variant name, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections