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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 OOD variants (A, V2, R, S) 1k (test val) | 23 | Feb 26, 2026 | ||
| Image Classification | ImageNet | 23 | Mar 11, 2026 | ||
| Image Classification | Tiny-ImageNet corrupted (test) | 23 | Jun 23, 2026 | ||
| Image Classification | ImageNet 1K (val) | 23 | Feb 26, 2026 | ||
| Image Classification | Tiny-ImageNet (test) |
| 23 |
| Jun 25, 2026 |
| Image Classification | ImageNet-R | 23 | Feb 26, 2026 |
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| Image Classification | Stylized ImageNet (SIN) | 23 | Feb 26, 2026 |
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| Zero-shot Image Classification | ImageNet-R (test) | 23 | Feb 27, 2026 |
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| Image Classification | ImageNet-LT | 23 | Feb 26, 2026 |
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| Image Classification | ImageNet 1k (val) | 23 | Feb 26, 2026 |
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| 5-way 3-shot Image Classification | MiniImageNet 33.3% symmetric label swap noise 54 (test) | 23 | Feb 26, 2026 |
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| 5-way 3-shot Image Classification | MiniImageNet 0% noise 54 (test) | 23 | Feb 26, 2026 |
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| Continual Image Classification | ImageNet-100 10 steps | 23 | Feb 26, 2026 |
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| Image Classification | ImageNet-A Target | 23 | May 8, 2026 |
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| Image Classification | ImageNet (val) | 23 | Feb 26, 2026 |
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| Image Classification | ImageNet 1k (val) | 23 | Feb 26, 2026 |
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| Image Classification | S-Tiny-ImageNet Class-IL | 23 | Feb 26, 2026 |
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| Image Classification | ImageNet 10% label fraction | 23 | Feb 26, 2026 |
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| Image Generation | ImageNet-32 | 23 | May 13, 2026 |
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| Image Classification | ImageNet-100 50% Compression (test) | 22 | Jul 9, 2026 |
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| Prompt Watermarking and Verification | ImageNet | 22 | May 27, 2026 |
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| Attribution Faithfulness | ImageNet (val) | 22 | May 20, 2026 |
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| Image Classification | ImageNet-C severity level 5 v1 (test) | 22 | May 20, 2026 |
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| Image Classification | ImageNet Nette | 22 | May 6, 2026 |
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| Class Incremental Learning | ImageNet-R (10-Split) | 22 | Apr 29, 2026 |
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