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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 1% labels ILSVRC-2012 (val) | 30 | Feb 26, 2026 | ||
| Class conditional image generation | ImageNet 64x64 (train test) | 30 | Feb 26, 2026 | ||
| Class-conditional Image Generation | ImageNet 256x256 2012 (train val) | 30 | Feb 26, 2026 | ||
| Image Reconstruction | ImageNet 256x256 (evaluation set) | 29 | Jun 30, 2026 | ||
| Classification attribution | ImageNet (misclassified samples) |
| 29 |
| Jun 17, 2026 |
| Image Reconstruction | ImageNet 256x256 class-conditional | 29 | May 8, 2026 |
|---|
| Image Classification | ImageNet-R | 29 | Jun 2, 2026 |
|---|
| Adversarial Attack Transferability | ImageNet-Compatible | 29 | Apr 7, 2026 |
|---|
| Phase retrieval | ImageNet | 29 | May 19, 2026 |
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| Class-Incremental Learning | ImageNet-A (B0 Inc20) | 29 | May 29, 2026 |
|---|
| Motion Deblur | ImageNet | 29 | May 19, 2026 |
|---|
| Generative Image Synthesis | TinyImageNet | 29 | Feb 26, 2026 |
|---|
| Generative Image Synthesis | TinyImageNet BigGAN | 29 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet-1k 1 (val) | 29 | Jun 2, 2026 |
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| Image Classification | ImageNet V2 1.0 (val) | 29 | Feb 26, 2026 |
|---|
| Class-Incremental Learning | TinyImageNet (test) | 29 | Jun 25, 2026 |
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| Continual Learning | TinyImageNet 25-split | 29 | Feb 26, 2026 |
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| Image Classification | ImageNet Long-Tailed (test) | 29 | Feb 26, 2026 |
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| Out-of-distribution detection | ImageNet-1k vs OpenImage-O | 29 | Apr 30, 2026 |
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| Robustness Estimation Efficiency | TinyImageNet | 28 | Jun 1, 2026 |
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| Image Retrieval | ImageNet 1K (full) | 28 | May 20, 2026 |
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| Class-level unlearning | Tiny-ImageNet | 28 | May 12, 2026 |
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| Feature Attribution | ImageNet 1000 samples | 28 | May 11, 2026 |
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| Out-of-Distribution Detection | ImageNet (ID) vs Places (OOD) (test) | 28 | Jun 25, 2026 |
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| Out-of-Distribution Detection | ImageNet (ID) vs iNaturalist OOD (test) | 28 | Jun 25, 2026 |
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