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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 |
|---|---|---|---|---|---|
| Out-of-Distribution Detection | ImageNet-1k Textures ID OOD | 96 | Jun 17, 2026 | ||
| Image Classification | ImageNet | 96 | Mar 10, 2026 | ||
| Adversarial Attack Transferability | ImageNet (test) | 93 | Mar 17, 2026 | ||
| Adversarial Attack Transferability | ImageNet | 93 | Mar 17, 2026 |
| Adversarial Attack Transferability | ImageNet 1k (val) | 93 | Mar 17, 2026 |
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| Image Classification | Stylized-ImageNet | 93 | Jun 30, 2026 |
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| Few-shot classification | ImageNet mini | 92 | May 26, 2026 |
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| Conditional Image Generation | ImageNet 512x512 (val) | 92 | Apr 1, 2026 |
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| Image Classification | ImageNet-1K 1.0 (val) | 92 | Feb 26, 2026 |
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| OOD Detection | ImageNet-1k ID Average OOD | 92 | May 26, 2026 |
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| Image Classification | ImageNet-S | 92 | May 12, 2026 |
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| Image Classification | ImageNet 1k (10% labels) | 92 | Feb 26, 2026 |
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| Model Calibration | Tiny ImageNet | 92 | Jun 4, 2026 |
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| Class-conditional Image Generation | ImageNet 64x64 (test) | 91 | Apr 15, 2026 |
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| Image Classification | ImageNet-1K (val) | 91 | Feb 26, 2026 |
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| 5-way few-shot classification | miniImageNet standard (test) | 91 | Feb 26, 2026 |
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| OOD Detection | iNaturalist (OOD) / ImageNet-1k (ID) 1.0 (test) | 90 | Apr 28, 2026 |
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| Image Clustering | Imagenet dog-15 | 90 | Feb 26, 2026 |
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| Image Classification | ImageNet-Sketch | 89 | May 29, 2026 |
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| Image Classification | ImageNet Robustness Suite | 89 | Jun 24, 2026 |
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| Image Classification | Tiny-ImageNet | 88 | Apr 7, 2026 |
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| Conditional Image Generation | ImageNet 64x64 (val) | 87 | Mar 25, 2026 |
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| Image Classification | ImageNet100 (test) | 87 | Apr 7, 2026 |
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| Few-Shot Classification | Mini-Imagenet 5-way 5-shot | 87 | Feb 26, 2026 |
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| Few-shot Image Classification | tieredImagenet (test) | 86 | Feb 26, 2026 |
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