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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 OOD Average 1k (test) | 144 | Apr 23, 2026 | ||
| Image Generation | ImageNet-1K 256x256 (val) | 144 | May 22, 2026 | ||
| Out-of-Distribution Detection | ImageNet-1k ID iNaturalist OOD | 143 | Jun 17, 2026 | ||
| Classification | ImageNet 1k (test val) | 142 | Jun 4, 2026 | ||
| 5-way Few-shot Classification | Mini-ImageNet (test) |
| 141 |
| Feb 27, 2026 |
| Neural Architecture Search | NAS-Bench-201 ImageNet-16-120 (test) | 140 | May 19, 2026 |
|---|
| Image Classification | ImageNet-C (test) | 139 | Jul 7, 2026 |
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| Few-shot classification | miniImageNet standard (test) | 138 | Feb 26, 2026 |
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| Image Classification | TinyImageNet | 135 | May 13, 2026 |
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| Image Classification | Tiny-ImageNet | 134 | Jun 11, 2026 |
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| OOD Detection | ImageNet 1k (test) | 134 | Jun 30, 2026 |
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| Image Classification | ImageNet-C | 134 | Apr 21, 2026 |
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| Image Classification | ImageNet 1k | 133 | May 6, 2026 |
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| Class-conditional Image Generation | ImageNet 512x512 | 133 | Jul 2, 2026 |
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| Class-conditional generation | ImageNet 256 x 256 1k (val) | 130 | Jul 3, 2026 |
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| Image Generation | ImageNet 64x64 | 130 | Jun 12, 2026 |
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| Image Classification | TinyImageNet (test) | 128 | May 28, 2026 |
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| Conditional Image Generation | ImageNet 256x256 Guided-Diffusion (10k samples) | 128 | Mar 17, 2026 |
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| Image Classification | ImageNet (val) | 128 | Feb 26, 2026 |
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| Image Generation | ImageNet-64 | 127 | Jul 3, 2026 |
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| Zero-shot Image Classification | ImageNet-1K | 125 | Jul 2, 2026 |
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| Image Classification | ImageNet (val) | 125 | Mar 9, 2026 |
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| Image Generation | ImageNet 256x256 (test) | 125 | Jun 26, 2026 |
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| Image Reconstruction | ImageNet1K (val) | 124 | Jun 4, 2026 |
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| Image Classification | ImageNet 16-120 NAS-Bench-201 (val) | 123 | May 22, 2026 |
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