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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 | Tiny-ImageNet Dirichlet alpha=0.1 (test) | 40 | Jul 7, 2026 | ||
| Image Classification | ImageNet-GLT CBL 1k (test) | 40 | Feb 26, 2026 | ||
| Class-conditional Image Generation | ImageNet 512x512 (val test) | 40 | Feb 26, 2026 | ||
| Image Classification | 11 Classification Datasets (ImageNet, SUN397, FGVC Aircraft, EuroSAT, Stanford Cars, Food-101, Oxford-IIIT Pets, Oxford Flowers 102, Caltech101, DTD, UCF101) | 39 | Jul 2, 2026 | ||
| Image Classification |
| Tiny ImageNet |
| 39 |
| Mar 31, 2026 |
| Image Retrieval | ImageNet @1000 (val) | 39 | Feb 26, 2026 |
|---|
| Image Classification | Tiny-ImageNet | 39 | Mar 16, 2026 |
|---|
| Targeted Adversarial Attack | ImageNet | 39 | Feb 26, 2026 |
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| Continual Learning | ImageNet-R | 39 | May 12, 2026 |
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| Image Classification | ImageNet-Adversarial | 39 | May 29, 2026 |
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| Image Classification | ImageNet-1k (val) | 39 | Mar 20, 2026 |
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| Out-of-distribution Detection | ImageNet-1k vs iNaturalist (test) | 39 | Feb 26, 2026 |
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| 5-way Few-shot Classification | tiered-ImageNet | 39 | Feb 26, 2026 |
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| Feature Attribution Evaluation | ImageNet standard (val) | 39 | Feb 26, 2026 |
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| Image Generation | ImageNet 512x512 (test/val) | 39 | Jul 3, 2026 |
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| 5-way Few-shot Classification | miniImageNet 5-way (test) | 39 | Feb 26, 2026 |
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| Image Classification | ImageNet (val) | 39 | Feb 26, 2026 |
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| Image Classification | ImageNet-1K | 38 | Jun 2, 2026 |
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| Image Reconstruction | ImageNet 256p | 38 | May 14, 2026 |
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| Image Classification | ImageNet A, V, R, S (val) | 38 | Mar 18, 2026 |
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| Neural Architecture Search | NASBench-201 ImageNet16-120 | 38 | Feb 26, 2026 |
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| Targeted Attack | ImageNet (test) | 38 | Feb 26, 2026 |
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| Class-to-image generation | ImageNet 256x256 | 38 | May 8, 2026 |
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| OOD Detection | CIFAR100 ID TImageNet OOD | 38 | May 26, 2026 |
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| Continual Learning | ImageNet-R (20 tasks) | 38 | Jun 29, 2026 |
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