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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 |
|---|---|---|---|---|---|
| 5-Shot 5-Way Classification | MiniImageNet (test) | 36 | Feb 26, 2026 | ||
| Image Classification | Mini-ImageNet (val) | 36 | Feb 26, 2026 | ||
| Image Classification | ImageNet-C Severity 3 1.0 | 35 | Jul 2, 2026 | ||
| Bivariate scaling behavior extrapolation | Imagenet | 35 | May 27, 2026 | ||
| near-OOD detection | CIFAR-10, CIFAR-100, TinyImageNet Average | 35 | Apr 15, 2026 |
| far-OOD detection | Average (CIFAR-10, CIFAR-100, TinyImageNet) | 35 | Apr 15, 2026 |
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| Image Classification | ImageNet-C blind-spot subset level 5 | 35 | Mar 11, 2026 |
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| Image Generation | ImageNet 50k samples (test) | 35 | Mar 5, 2026 |
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| Few-shot Image Classification | miniImageNet Open-Ended 2-Way | 35 | Feb 27, 2026 |
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| Few-shot Classification | miniImageNet Open-Ended 5-Way (test) | 35 | Feb 27, 2026 |
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| Image Classification | Tiny-ImageNet (train) | 35 | Apr 24, 2026 |
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| Domain Generalization | ImageNet distribution shifts Sketch Adversarial Rendition V2 various (test) | 35 | Jul 8, 2026 |
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| Class-Incremental Learning | ImageNet-100 10T | 35 | Mar 13, 2026 |
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| Image Classification | ImageNet-1K (val) | 35 | Feb 26, 2026 |
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| Continual Learning | ImageNet mini | 35 | Feb 26, 2026 |
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| Task-incremental learning | Split Tiny-ImageNet (test) | 35 | Jun 9, 2026 |
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| Image Classification | ImageNet (test) | 35 | Mar 12, 2026 |
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| Image Classification | ImageNet-1K V2 (val) | 35 | Feb 26, 2026 |
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| Task-incremental Learning | Mini-Imagenet (test) | 35 | Feb 26, 2026 |
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| Image Classification | ImageNet-1K V1 | 35 | Feb 26, 2026 |
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| Image Generation | Tiny-ImageNet (test) | 35 | Feb 26, 2026 |
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| Image Classification Calibration | ImageNet 16H 1.0 (test) | 35 | Feb 26, 2026 |
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| Class Incremental Learning | ImageNet 100 (incremental) | 35 | Feb 26, 2026 |
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| Anomaly Detection | ImageNet (test) | 35 | Feb 26, 2026 |
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| Image Classification | ImageNet 1k (val) | 35 | Feb 26, 2026 |
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