Datasets › ImageNet-R
ImageNet-R (ImageNet-Rendition)
ImageNet-R(endition) contains art, cartoons, deviantart, graffiti, embroidery, graphics, origami, paintings, patterns, plastic objects, plush objects, sculptures, sketches, tattoos, toys, and video game renditions of ImageNet classes.
ImageNet-R has renditions of 200 ImageNet classes resulting in 30,000 images.
Source: The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization
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-R | Model soups (BASIC-L) Top-1 Error Rate 3.90 | Model soups: averaging weights of multiple fine-tuned... | mlfoundations/model-soups +5 | 39 | Compare |
| Zero-Shot Composed Image Retrieval (ZS-CIR) | ImageNet-R | MagicLens (CoCa L) (Recall@10+Recall@50)/2 52.95 | MagicLens: Self-Supervised Image Retrieval with... | google-deepmind/magiclens | 20 | Compare |
| Zero-Shot Transfer Image Classification | ImageNet-R | BASIC (Lion) Accuracy 96.8 | — | — | 12 | Compare |
| Prompt Engineering | ImageNet-R | POMP Top-1 accuracy % 77.9 | Prompt Pre-Training with Twenty-Thousand Classes for... | amazon-science/prompt-pretraining | 9 | Compare |
| Unsupervised Domain Adaptation | ImageNet-R | Model soups (ViT-G/14) Top 1 Error 4.54 | Model soups: averaging weights of multiple fine-tuned... | mlfoundations/model-soups +5 | 8 | Compare |
Papers archive 2025-07-28
30 shown of 50 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 481. 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 50 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
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- ImageNet-R
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