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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 | STL-10 1000 labels | 81 | Apr 24, 2026 | ||
| Image Classification | Visual Decathlon Challenge 1.0 (test) | 81 | Feb 26, 2026 | ||
| Image Classification | CIFAR-10 standard (test) | 81 | Apr 14, 2026 | ||
| Image Classification | Stanford Cars | 80 | Jul 8, 2026 | ||
| Image Classification | MNIST 0.5 (test) |
| 80 |
| Mar 31, 2026 |
| Image Classification | ImageNet-1K 1.0 (val) | 80 | Feb 26, 2026 |
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| Image Classification | CIFAR10 (test) | 80 | Feb 26, 2026 |
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| Image Classification | N-MNIST (test) | 80 | Apr 23, 2026 |
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| Image Classification | Cross-domain Benchmark (AIR, CAL, CAR, DTD, EUR, FLWR, FOOD, PETS, SUN, UCF) (test) | 80 | Mar 24, 2026 |
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| Image Classification | CIFAR-10 Long-Tailed 1.0 (test) | 79 | May 19, 2026 |
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| Image Classification | Places365 | 79 | Jul 7, 2026 |
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| Pixel-by-pixel Image Classification | Permuted Sequential MNIST (pMNIST) (test) | 79 | Feb 26, 2026 |
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| Image Classification | MNIST -> USPS (test) | 79 | Mar 13, 2026 |
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| Image Classification | CIFAR10-DVS | 78 | Jul 1, 2026 |
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| Image Classification | Aircraft | 78 | Jul 8, 2026 |
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| Image Classification | ImageNet-1k | 78 | Jun 2, 2026 |
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| Image Classification | CIFAR-100 Non-IID Dir(0.3) 2009 (test) | 78 | May 4, 2026 |
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| Image Classification | ImageNet-1K | 78 | Feb 26, 2026 |
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| Image Classification | FGVC | 78 | Jun 26, 2026 |
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| Fine-grained Image Classification | CUB | 78 | Jun 29, 2026 |
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| Image Classification | CIFAR-10-LT IF 100 | 78 | Jul 8, 2026 |
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| Image Classification | CIFAR-100 (test) | 78 | Feb 26, 2026 |
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| 5-way Few-shot Image Classification | FC100 (test) | 78 | Feb 26, 2026 |
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| Image Classification | WebVision mini (val) | 78 | Feb 26, 2026 |
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| Image Classification | Fashion-MNIST | 77 | Apr 7, 2026 |
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