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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-32 down-sampled (test) | 105 | Feb 26, 2026 | ||
| Clustering | ImageNet Dogs | 105 | May 14, 2026 | ||
| Image Classification | ImageNet Domain Generalization (Source: ImageNet, Targets: ImageNetV2, ImageNet-Sketch, ImageNet-A, ImageNet-R) (test) | 105 | May 13, 2026 | ||
| Image Classification | ImageNet-C (val) | 105 | May 11, 2026 | ||
| Neural Architecture Search | ImageNet16-120 NAS-Bench-201 (val) |
| 104 |
| May 19, 2026 |
| Explainability | ImageNet (val) | 104 | Feb 26, 2026 |
|---|
| Image Generation | Imagenet-256 latent space | 102 | Jul 9, 2026 |
|---|
| Class-conditional Image Generation | ImageNet 512x512 (val) | 102 | Jun 1, 2026 |
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| Clustering | ImageNet-10 (test) | 101 | Jun 24, 2026 |
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| Class-conditioned image generation | ImageNet-1K 1.0 (test val) | 100 | Mar 5, 2026 |
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| Image Generation | ImageNet 512x512 | 99 | Jun 30, 2026 |
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| Out-of-Distribution Detection | Places with ImageNet-1k OOD In-distribution (test) | 99 | Feb 26, 2026 |
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| Image Classification | ImageNet-A | 98 | Jun 8, 2026 |
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| Image Watermarking | ImageNet | 98 | Apr 14, 2026 |
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| Exemplar-Free Class-Incremental Learning | TinyImageNet | 98 | Jun 26, 2026 |
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| Few-shot Classification | miniImageNet | 98 | May 15, 2026 |
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| Image Classification | ImageNet Matched Frequency V2 | 98 | May 8, 2026 |
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| Image Classification | ImageNet (10% labels) | 98 | Feb 27, 2026 |
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| Long-tailed Visual Recognition | ImageNet LT | 98 | Jun 18, 2026 |
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| Targeted Black-box Adversarial Attack | ImageNet | 96 | Jun 1, 2026 |
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| Non-targeted Black-box Adversarial Attack | ImageNet | 96 | Jun 1, 2026 |
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| Untargeted Score-based Black-box Attack | ImageNet | 96 | Mar 24, 2026 |
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| Targeted Score-based Black-box Attack | ImageNet | 96 | Mar 24, 2026 |
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| Image Classification | ImageNet 1k | 96 | Mar 9, 2026 |
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| Image Reconstruction | ImageNet | 96 | Jun 12, 2026 |
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