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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-C 1.0 (test) | 56 | Jul 7, 2026 | ||
| Neural Architecture Search | Neural Design Spaces ImageNet | 56 | Feb 26, 2026 | ||
| Few-shot Image Classification | mini-ImageNet K=20 (test) | 56 | Feb 26, 2026 | ||
| Image Classification | ImageNet Tiny | 55 | Jul 7, 2026 | ||
| Image Reconstruction | CytoImageNet (test) | 55 | Apr 28, 2026 | ||
| Image Generation |
|---|
| ImageNet-1K |
| 55 |
| Jun 9, 2026 |
| Image Classification | ImageNet Natural Distribution Shifts suite (ImageNet, ImageNet-A, ImageNet-V2, ImageNet-R, ImageNet-Sketch) (test) | 55 | Jun 30, 2026 |
|---|
| Image Classification | ImageNet 1K (test) | 55 | Feb 26, 2026 |
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| Image Classification | ImageNet-1k 1.0 (val) | 55 | Feb 26, 2026 |
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| Image Classification | ImageNet | 55 | Feb 26, 2026 |
|---|
| Noisy-label detection | ImageNet 100 | 54 | Jul 2, 2026 |
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| Image Classification | ImageNet-C | 54 | Jul 1, 2026 |
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| Task-incremental learning | Tiny-ImageNet 20 tasks | 54 | May 18, 2026 |
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| Federated Class-Incremental Learning | Tiny-ImageNet 10 tasks (20 classes per task) (test) | 54 | Apr 13, 2026 |
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| Image Classification | Tiny-ImageNet standard (Forget) | 54 | Apr 10, 2026 |
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| Image Classification | Tiny-ImageNet standard (Retain) | 54 | Apr 10, 2026 |
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| Class-to-image generation | ImageNet | 54 | Jun 16, 2026 |
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| Image Retrieval | ImageNet-1K 1.0 (val) | 54 | May 20, 2026 |
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| Image Classification | ImageNet Domain Generalization OOD Variants (test) | 54 | Apr 24, 2026 |
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| Inpainting | ImageNet | 54 | Feb 26, 2026 |
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| Out-of-Distribution Detection | Average OpenImage-O, Texture, iNaturalist, ImageNet-O | 54 | Feb 26, 2026 |
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| Image Classification | ImageNet V2 1.0 (test) | 54 | Feb 26, 2026 |
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| Image Classification | Tiny ImageNet (Tiny-IN) (val) | 54 | Feb 26, 2026 |
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| Class-incremental learning | ImageNet-R 10-task | 54 | May 19, 2026 |
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| Image Classification | Mini-ImageNet | 53 | Jul 1, 2026 |
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