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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 |
|---|---|---|---|---|---|
| Online Continual Test-time Adaptation | ImageNet-C Severity 5 (test) | 47 | May 20, 2026 | ||
| Test-Time Adaptation | ImageNet-C level 5 (5k) | 47 | Jun 2, 2026 | ||
| Image Classification | ImageNet | 47 | Feb 26, 2026 | ||
| Image Reconstruction | ImageNet 50k (val) | 47 | Apr 24, 2026 | ||
| Class-unconditional image generation | ImageNet 256x256 |
| 47 |
| Jul 7, 2026 |
| Continual Learning | ImageNet tiny | 47 | Jun 12, 2026 |
|---|
| Backdoor Defense | Tiny-ImageNet (test) | 47 | Feb 26, 2026 |
|---|
| Image Recognition | ImageNet1K 1.0 (val) | 47 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet ILSVRC2012 (val) | 47 | Feb 26, 2026 |
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| 5-way Classification | miniImageNet 5-way (test) | 47 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet-Woof (test) | 46 | May 21, 2026 |
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| Image Classification | ImageNet | 46 | Mar 17, 2026 |
|---|
| Image Classification | ImageNet-S | 46 | Jun 8, 2026 |
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| Image Classification | ImageNet 1k (val) | 46 | Feb 26, 2026 |
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| Image Classification | ImageNet OOD Variants (-V2, -Sketch, -A, -R) | 46 | Jul 2, 2026 |
|---|
| Out-of-Distribution Detection | CIFAR100 (test) | 46 | Feb 26, 2026 |
|---|
| Few-shot Image Classification | MiniImageNet 5-way 3-shot (test) | 46 | Feb 26, 2026 |
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| Few-shot Image Classification | MiniImageNet 5-way 10-shot (test) | 46 | Feb 26, 2026 |
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| 5-way Image Classification | mini-ImageNet (test) | 46 | Feb 26, 2026 |
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| Image Classification | ImageNet (val) | 46 | Jun 4, 2026 |
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| Out-of-distribution Detection | SVHN TinyImageNet in-distribution out-of-distribution (test) | 46 | Feb 26, 2026 |
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| Few-shot Image Classification | miniImageNet meta (test) | 46 | Feb 26, 2026 |
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| Image Classification | Tiny-ImageNet-C 30% corrupted (test) | 45 | May 25, 2026 |
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| Model Fingerprinting | Tiny-ImageNet | 45 | Mar 27, 2026 |
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| Conditional Image Generation | ImageNet 256x256 (val) | 45 | Apr 1, 2026 |
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