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SOTA2 Research · benchmarks
Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.
| Task | Dataset | Domain | Trend | Results | Last Update |
|---|---|---|---|---|---|
| Image Classification | ImageNet (source) | 53 | Jul 8, 2026 | ||
| OOD Detection | ImageNet OOD Average (iNaturalist, SUN, Places, Textures) | 53 | May 12, 2026 | ||
| Image Classification | ImageNet 1k (full) | 53 | Mar 13, 2026 | ||
| Classification | Tiny ImageNet 200 (test) | 53 | May 18, 2026 | ||
| Image Generation |
| ImageNet 256x256 (test val) |
| 53 |
| Jun 5, 2026 |
| Image Reconstruction | ImageNet 256x256 (val) | 53 | May 22, 2026 |
|---|
| Image Classification | ImageNet-1K (val) | 52 | Jul 3, 2026 |
|---|
| Class-conditional Image Generation | ImageNet 2009 (val) | 52 | Jun 16, 2026 |
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| Image Classification | TinyImageNet | 52 | Jun 4, 2026 |
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| Image Classification | Imagenette | 52 | May 21, 2026 |
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| Image Classification | ImageNet-1K | 52 | Jun 1, 2026 |
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| Image Generation | ImageNet 50k samples | 52 | Apr 30, 2026 |
|---|
| Image Classification | ImageNet to 10 Target Datasets (Caltech101, OxfordPets, StanfordCars, Flowers102, Food101, FGVCAircraft, SUN397, DTD, EuroSAT, UCF101) (test) | 52 | May 7, 2026 |
|---|
| Image Classification | ImageNet-Sketch (val) | 52 | Feb 27, 2026 |
|---|
| Out-of-distribution Detection | CIFAR-100 in-distribution TinyImageNet out-of-distribution (test) | 52 | Jul 9, 2026 |
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| Class-conditional image generation | ImageNet 512x512 (train) | 52 | Feb 26, 2026 |
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| Class-incremental learning | ImageNet-R 20-task | 52 | May 28, 2026 |
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| Long-tailed Image Classification | ImageNet-LT | 51 | Jul 8, 2026 |
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| Image Classification | ImageNet-1K 1.0 (val) | 51 | Jun 30, 2026 |
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| Out-of-Distribution Detection | ImageNet-1K Near-OOD OpenOOD v1.5 | 51 | Mar 25, 2026 |
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| Image Classification | ImageNet Robustness Generalization Suite Sketch A R V2 | 51 | May 18, 2026 |
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| Image Classification | TinyImageNet 100 tasks (test) | 51 | Feb 27, 2026 |
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| Continual Learning | TinyImageNet 100 tasks (test) | 51 | Feb 27, 2026 |
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| Image Classification | ImageNet-1k | 51 | Feb 26, 2026 |
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| Open Set Recognition | TinyImageNet | 51 | Feb 26, 2026 |
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