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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 and derived distribution shifts standard suite (test val) | 32 | May 18, 2026 | ||
| Image Classification | CIFAR-10-LT Imbalance Ratio 100 (test) | 32 | Feb 26, 2026 | ||
| Image Classification | CIFAR-100 (test) | 32 | Feb 26, 2026 | ||
| Semi-supervised Image Classification | ImageNet (10% labeled) | 32 | Feb 26, 2026 | ||
| Image Classification | ImageNet (10%) |
| 32 |
| Feb 26, 2026 |
| Image Classification | CIFAR FS | 32 | Jun 12, 2026 |
|---|
| Image Classification | S-CIFAR-10 Class-IL | 32 | Feb 26, 2026 |
|---|
| Image Classification | tieredImageNet (test) | 32 | Feb 26, 2026 |
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| Image Classification | CIFAR-100 Sym-50% (test) | 32 | Feb 26, 2026 |
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| Image Classification | SYN NUMBERS to SVHN (test) | 32 | Feb 26, 2026 |
|---|
| Multi-class Image Classification | DigestPath 2019 (test) | 32 | Feb 26, 2026 |
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| Sequential Image Classification | MNIST ordered pixel-by-pixel 1.0 (test) | 32 | Feb 26, 2026 |
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| Image Classification | CIFAR-10 AutoAttack v1 (AA) | 31 | Jul 7, 2026 |
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| Image Classification | CIFAR-10-LT (gamma=200) (test) | 31 | Jun 4, 2026 |
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| Image Classification | SynDigits-LT gamma=50 | 31 | Jun 4, 2026 |
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| Image Classification | Scene | 31 | Mar 31, 2026 |
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| Image Classification | SUN397 | 31 | Apr 1, 2026 |
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| Image Classification | EMNIST Dir(0.5) (test) | 31 | Apr 21, 2026 |
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| 5-way Few-shot Image Classification | ISIC | 31 | Mar 6, 2026 |
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| Image Classification | CIFAR-10 (test) | 31 | Feb 27, 2026 |
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| Image Classification | ImageNet-C | 31 | Jul 2, 2026 |
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| Few-Shot Image Classification | FGVC Aircraft (test) | 31 | Feb 26, 2026 |
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| Image Classification | CIFAR-10 standard (test) | 31 | Feb 26, 2026 |
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| Image Classification | SVHN (test) | 31 | Feb 26, 2026 |
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| Few-shot image classification | all-to-all setting | 31 | Feb 27, 2026 |
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