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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 |
|---|---|---|---|---|---|
| Multi-task Image Classification | 8 Vision Tasks Low Confidence setting (test) | 32 | Mar 4, 2026 | ||
| Multi-task Image Classification | 8 Vision Tasks Norm Mismatch setting (test) | 32 | Mar 4, 2026 | ||
| Image Classification | CIFAR100 (test) | 32 | Feb 26, 2026 | ||
| Image Classification | Tiny-ImageNet Dirichlet-0.05 (test) | 32 | Feb 26, 2026 | ||
| Image Classification | StanfordCars, DTD, EuroSAT, GTSRB, RESISC45, SUN397, SVHN |
| 32 |
| Jul 1, 2026 |
| Hyperspectral Image Classification | KSC (test) | 32 | May 28, 2026 |
|---|
| Image Classification | ImageNet-1k (val) | 32 | Feb 26, 2026 |
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| Image Classification | ImageNet 1k | 32 | Feb 26, 2026 |
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| Image Classification | COVID-CT | 32 | May 27, 2026 |
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| Image Classification | CIFAR10 instance-dependent noise (test) | 32 | Feb 26, 2026 |
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| Image Classification | CIFAR-100 Class-IL (5T) | 32 | Feb 26, 2026 |
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| Long-tailed Image Classification | CIFAR100-LT Imbalance Ratio 10 | 32 | Feb 26, 2026 |
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| Image Classification | ImageNet-LT IR=256 (test) | 32 | Feb 26, 2026 |
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| Long-Tail Image Classification | CIFAR100-LT imbalance ratio 100 (test) | 32 | Feb 27, 2026 |
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| Image Classification | ImageNet (50:950 split) | 32 | Feb 26, 2026 |
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| Image Classification | CIFAR-100 (40:60 split) | 32 | Feb 26, 2026 |
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| Image Classification | CIFAR-10 (4:6 split) | 32 | Feb 26, 2026 |
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| Image Classification | ImageNet ID-to-OOD 50:950 (test) | 32 | Feb 26, 2026 |
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| Image Classification | CIFAR100 40:60 ID-to-OOD (test) | 32 | Feb 26, 2026 |
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| Image Classification | CIFAR10 4:6 ID-to-OOD (test) | 32 | Feb 26, 2026 |
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| Image Classification | CIFAR-10 (test) | 32 | Feb 26, 2026 |
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| Image Classification | DermaMNIST (test) | 32 | Feb 26, 2026 |
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| Image Classification | Kather (test) | 32 | Feb 26, 2026 |
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| Image Classification | CIFAR100 | 32 | Feb 27, 2026 |
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| Image Classification | CIFAR-10 | 32 | Feb 26, 2026 |
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