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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-10 (test) | 36 | Apr 10, 2026 | ||
| Image Classification | CIFAR-100 | 36 | Apr 10, 2026 | ||
| Image Classification | ImageNet-R | 36 | Jun 2, 2026 | ||
| Image Classification | 14 tasks collection | 36 | Mar 18, 2026 | ||
| Image Classification | 8 tasks collection | 36 | Mar 18, 2026 | ||
| ImageNet I-Woof (test) |
| 36 |
| May 6, 2026 |
| Image Classification | Ultrahigh Carbon Steel Micrograph DataBase (UHCS) (IR=10, pl=0.1, α=0.1) 1.0 (test) | 36 | Mar 16, 2026 |
|---|
| Image Classification | Ultrahigh Carbon Steel Micrograph DataBase (UHCS) (IR=2, pl=0.1, α=0.1) 1.0 (test) | 36 | Mar 16, 2026 |
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| Image Classification | CIFAR10 | 36 | Jun 11, 2026 |
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| Image Classification | MTIL task-agnostic (test) | 36 | Jun 16, 2026 |
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| Semi-Supervised Domain Generalization Image Classification | Retina (test) | 36 | Mar 10, 2026 |
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| Semi-Supervised Domain Generalization Image Classification | ESCA (test) | 36 | Mar 10, 2026 |
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| Fine-grained Image Classification | DTD (novel classes) | 36 | Feb 27, 2026 |
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| Fine-grained Image Classification | FGVCAircraft (novel classes) | 36 | Feb 27, 2026 |
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| Image Classification | Food101 novel classes | 36 | May 12, 2026 |
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| Image Classification | ImageNet-C | 36 | Apr 20, 2026 |
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| Image Classification | CIFAR-10 | 36 | Feb 26, 2026 |
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| Image Classification | CIFAR10 (test) | 36 | Feb 26, 2026 |
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| Image Classification | CIFAR-10 long-tailed imbalance (test) | 36 | Feb 26, 2026 |
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| Image Classification | RESISC | 36 | May 22, 2026 |
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| Image Classification | CINIC-10 Dir(0.01), 50 clients, 20% participation | 36 | Feb 26, 2026 |
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| Medical Image Classification | MedMNIST Breast (test) | 36 | Feb 26, 2026 |
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| Medical Image Classification | MedMNIST Derma (test) | 36 | Feb 26, 2026 |
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| Medical Image Classification | MedMNIST Pneumonia (test) | 36 | Feb 26, 2026 |
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| Image Classification | ImageNet (val) | 36 | Feb 26, 2026 |
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