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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-1K (val) | 36 | Apr 23, 2026 | ||
| Image Classification | ImageNet-R | 36 | Jun 2, 2026 | ||
| Near-OOD Detection | ImageNet-200 | 36 | Apr 15, 2026 | ||
| Image Classification | ImageNet I-Woof (test) | 36 | May 6, 2026 | ||
| Untargeted Adversarial Attack | ImageNet | 36 | Mar 6, 2026 |
| Out-of-Distribution Detection | ImageNet | 36 | May 13, 2026 |
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| Image Generation | ImageNet-256 (FID-50K) | 36 | May 20, 2026 |
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| Image Classification | ImageNet-C | 36 | Apr 20, 2026 |
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| Backdoor Certification | ImageNette (test) | 36 | Feb 26, 2026 |
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| OOD detection | ImageNet (OOD) with CIFAR10 (ID) | 36 | Feb 26, 2026 |
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| Input selection | ImageNet (unlabeled pool) | 36 | Feb 26, 2026 |
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| Out-of-Distribution Detection | ImageNet-1K (ID) vs Textures (OOD) (test) | 36 | Jul 8, 2026 |
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| Motion Deblurring | ImageNet | 36 | May 14, 2026 |
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| Adversarial Attack Imperceptibility | ImageNet | 36 | Mar 25, 2026 |
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| Error Detection | ImageNet | 36 | May 26, 2026 |
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| Image Classification | ImageNet (val) | 36 | Feb 26, 2026 |
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| Image Clustering | ImageNet-1K | 36 | May 14, 2026 |
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| Continual Learning | Tiny-ImageNet (test) | 36 | Feb 26, 2026 |
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| Image Classification | ImageNet-D | 36 | Apr 2, 2026 |
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| Long-tail recognition | ImageNet-LT | 36 | Feb 26, 2026 |
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| Image Classification | ImageNet-10 | 36 | Feb 26, 2026 |
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| Image Classification | ImageNet-Sketch (Target) | 36 | Mar 4, 2026 |
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| Image Classification | ImageNet fine-tuning original | 36 | Feb 26, 2026 |
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| Image Classification | ImageNet-1K | 36 | Mar 4, 2026 |
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| Unsupervised Classification | ImageNet (val) | 36 | Feb 26, 2026 |
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