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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 |
|---|---|---|---|---|---|
| Generalized Few-Shot Learning | ImageNet 2012 (Novel classes) | 70 | Feb 26, 2026 | ||
| Federated Few-shot Image Classification | CIFAR10, CIFAR100, EuroSAT, Tiny-ImageNet, OxfordPet, Flower102, Caltech101, Caltech256, Food101 Local classes | 69 | May 28, 2026 | ||
| Out-of-Distribution Detection | ImageNet-1k (ID) with 4 OOD datasets (iNaturalist, SUN, Places, Textures) | 69 | May 27, 2026 | ||
| Few-shot classification | MiniImageNet 5-way 10-shot (test) |
| 69 |
| Feb 26, 2026 |
| Density Estimation | ImageNet 32x32 (test) | 69 | May 19, 2026 |
|---|
| Image Classification | TinyImageNet-200 | 68 | Mar 30, 2026 |
|---|
| Image Classification | ImageNet (val) | 68 | Feb 26, 2026 |
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| Image Classification | ImageNet matched frequency V2 (test) | 68 | Jul 7, 2026 |
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| Image Classification | ImageNet OOD | 68 | Mar 31, 2026 |
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| Image Classification | ImageNet Real (test) | 67 | Feb 26, 2026 |
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| 5-way Image Classification | MiniImagenet | 67 | Feb 26, 2026 |
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| Vision-language alignment | ImageNet-100 | 66 | Jun 23, 2026 |
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| Image Classification | TinyImageNet Second Session Transition | 66 | Jun 9, 2026 |
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| Image Classification | ImageNet-1k | 66 | Jul 7, 2026 |
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| Image Classification | Tiny ImageNet | 66 | Jun 29, 2026 |
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| Class Erasure | Imagenette | 66 | May 18, 2026 |
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| Watermark Detection | ImageNet 2014 (val) | 66 | Feb 26, 2026 |
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| Continual Learning | MiniImageNet Split 84x84 (test) | 66 | Feb 26, 2026 |
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| 5-way classification | tieredImageNet (test) | 66 | Feb 26, 2026 |
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| Image Classification | ImageNet 1K (val) | 65 | Feb 26, 2026 |
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| Image Classification | ImageNet | 65 | Mar 16, 2026 |
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| Image Classification | ImageNet original (val) | 65 | Feb 26, 2026 |
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| Out-of-distribution Detection | ImageNet-1k vs Textures (test) | 65 | Feb 26, 2026 |
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| Image Classification | ImageNet 1k (val) | 65 | Feb 26, 2026 |
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| Image Classification | TinyImageNet Fourth Session Transition | 64 | Jun 9, 2026 |
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