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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 |
|---|---|---|---|---|---|
| Targeted Adversarial Attack | ImageNet (val) | 120 | Apr 23, 2026 | ||
| Targeted Adversarial Attack | ImageNet ILSVRC2012 (val) | 120 | Apr 23, 2026 | ||
| Few-shot Classification | miniImagenet (test) | 120 | Feb 26, 2026 | ||
| Image Classification | ImageNet 1% labeled | 118 | Feb 27, 2026 | ||
| Few-shot Image Classification | miniImageNet (test) |
| 117 |
| Apr 28, 2026 |
| Image Classification | ImageNet-C | 117 | Apr 24, 2026 |
|---|
| 5-way Image Classification | tieredImageNet 5-way (test) | 117 | Feb 26, 2026 |
|---|
| Class-conditional Image Generation | ImageNet (val) | 116 | May 19, 2026 |
|---|
| Image Classification | 11 Downstream Classification Datasets (ImageNet, Flowers102, DTD, OxfordPets, StanfordCars, UCF101, Caltech101, Food101, SUN397, FGVC-Aircraft, EuroSAT) standard (test) | 115 | Feb 27, 2026 |
|---|
| Image Classification | ImageNet (val) | 115 | Feb 26, 2026 |
|---|
| Base-to-New Generalization | ImageNet | 113 | Jul 2, 2026 |
|---|
| Image Classification | ImageNet Rendition | 113 | May 29, 2026 |
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| Image Classification | ImageNet 1K (train val) | 113 | May 19, 2026 |
|---|
| Few-Shot Classification | mini-ImageNet (test) | 113 | Feb 26, 2026 |
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| Out-of-Distribution Detection | ImageNet | 113 | Apr 24, 2026 |
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| Prediction-grounded correlation with accuracy difference | ImageNet 100 | 111 | May 18, 2026 |
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| Class Incremental Learning | ImageNet-A | 110 | May 22, 2026 |
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| Super-Resolution | ImageNet (test) | 110 | Jun 11, 2026 |
|---|
| Image Classification | ImageNet 1K Challenge (novel classes) | 110 | Feb 26, 2026 |
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| Image Classification | ImageNet-C level 5 | 110 | Jul 7, 2026 |
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| Class-Incremental Learning | ImageNet-100 | 108 | Jun 5, 2026 |
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| Class-Incremental Learning | ImageNet-R B0 Inc20 | 107 | Jun 25, 2026 |
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| Adversarial Attack | ImageNet (test) | 107 | May 22, 2026 |
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| Image Generation | ImageNet 1K (val) | 106 | May 26, 2026 |
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| Image Generation | ImageNet | 106 | Jul 2, 2026 |
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