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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 (ID) vs Textures (OOD) (test) | 28 | Jun 25, 2026 | ||
| Image Classification | ImageNet-1K | 28 | Apr 21, 2026 | ||
| Image Generation | ImageNet 256x256 | 28 | Jun 5, 2026 | ||
| Adversarial Attack | ImageNet (val) | 28 | Mar 4, 2026 | ||
| XAI Evaluation | ImageNet-S (val) |
| 28 |
| Feb 27, 2026 |
| Image Classification | ImageNet 1K (test) | 28 | Feb 26, 2026 |
|---|
| Machine Unlearning | Tiny-ImageNet Swin-T (test) | 28 | Feb 26, 2026 |
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| Image Classification | ImageNet-ES-Diverse | 28 | Feb 26, 2026 |
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| Image Classification | ImageNet ES | 28 | Feb 26, 2026 |
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| Machine Unlearning | Tiny-ImageNet | 28 | May 12, 2026 |
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| Class-to-image generation | ImageNet 256x256 50k images 2012 (test) | 28 | Feb 26, 2026 |
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| Image Classification | ImageNet-1k 1% labels | 28 | Apr 20, 2026 |
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| General Continual Learning | ImageNet-R | 28 | Feb 26, 2026 |
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| Classification | ImageNet-shift | 28 | Jun 23, 2026 |
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| Image Classification Calibration | TinyImageNet | 28 | Apr 10, 2026 |
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| Image Classification | ImageNet-1K | 28 | Feb 26, 2026 |
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| Image Classification | ImageNet-1K (val) | 28 | Feb 26, 2026 |
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| Domain Generalization | ImageNet-Rendition | 28 | Mar 9, 2026 |
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| Image Classification | ImageNet-1K 1.0 (val) | 28 | Feb 26, 2026 |
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| Open-set recognition | TinyImageNet 20 closed, 180 open classes 1.0 | 28 | Jul 7, 2026 |
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| Image Classification | ImageNet 1k (source) | 28 | Feb 26, 2026 |
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| Out-of-Distribution Detection | ImageNet-R | 28 | Apr 13, 2026 |
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| Out-of-Distribution Detection | CIFAR-10 in-dist ImageNet out-dist | 28 | Feb 26, 2026 |
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| Few-shot Image Classification | MiniImageNet 5-way 1-shot | 28 | Feb 26, 2026 |
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| Image Classification | ImageNet-1K 1.0 (1% labels) | 28 | Feb 26, 2026 |
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