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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 | CIFAR-100 Long-Tailed | 71 | May 1, 2026 | ||
| Image Classification | CIFAR-10 Long-Tailed | 71 | May 1, 2026 | ||
| Image Classification | MNIST | 70 | May 1, 2026 | ||
| Image Classification | cifar10 | 70 | May 13, 2026 | ||
| Long-tailed Image Classification | Places-LT 1.0 (Backward-LT) | 70 | Feb 26, 2026 | ||
| Places Forward-LT 1.0 |
| 70 |
| Feb 26, 2026 |
| Image Classification | CIFAR-100 2500 labels | 70 | Apr 24, 2026 |
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| Sequential Image Classification | S-MNIST (test) | 70 | Feb 26, 2026 |
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| Image Classification | ImageNet 1000 classes 16 | 70 | Feb 26, 2026 |
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| Image Classification | CIFAR10 | 70 | Feb 26, 2026 |
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| Federated Few-shot Image Classification | CIFAR10, CIFAR100, EuroSAT, Tiny-ImageNet, OxfordPet, Flower102, Caltech101, Caltech256, Food101 Local classes | 69 | May 28, 2026 |
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| Image Classification | Food101 | 69 | May 26, 2026 |
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| Few-shot Image Classification | Aggregated image datasets | 69 | Apr 20, 2026 |
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| Fine-grained Image Classification | CUB-200 2011 (test) | 69 | May 19, 2026 |
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| Few-shot Image Classification | 11 datasets average CLIP-based (ImageNet, Caltech101, OxfordPets, StanfordCars, Flowers102, Food101, FGVCAircraft, SUN397, DTD, EuroSAT, UCF101) | 69 | Mar 26, 2026 |
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| Image Classification | CIFAR-100 LT (val) | 69 | Feb 26, 2026 |
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| Image Classification | CIFAR-10 synthetic noise (test) | 69 | Feb 26, 2026 |
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| Image Classification | Food-101N (test) | 69 | May 19, 2026 |
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| Few-shot Image Classification | FC100 (test) | 69 | Feb 26, 2026 |
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| Image Classification | permuted MNIST (pMNIST) (test) | 69 | Mar 4, 2026 |
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| Image Classification | MNIST standard (test) | 69 | May 15, 2026 |
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| Image Classification | SVHN 1000 labels (test) | 69 | Feb 26, 2026 |
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| Hyperspectral Image Classification | Indian Pines | 69 | May 14, 2026 |
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| Image Classification | Caltech101 | 68 | May 26, 2026 |
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| Classification | MNIST (test) | 68 | May 12, 2026 |
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