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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 |
|---|---|---|---|---|---|
| Out-of-Distribution Detection | ImageNet-1k (ID) vs Textures (OOD) | 43 | Mar 26, 2026 | ||
| Image Classification | ImageNet-C Severity 5 | 43 | May 20, 2026 | ||
| Image Classification | ImageNet-1K (test) | 43 | May 28, 2026 | ||
| Machine Unlearning | Tiny-ImageNet (train) | 43 | Mar 30, 2026 | ||
| Image Reconstruction | ImageNet 256x256 2012 (val) |
| 43 |
| May 8, 2026 |
| Image Classification | ImageNet V2 (val) | 43 | Feb 26, 2026 |
|---|
| 5-way 1-shot classification | mini-ImageNet (test) | 43 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet-Rendition (IN-R) (test) | 43 | Feb 27, 2026 |
|---|
| Image Classification | ImageNet Real 1.0 (val) | 43 | Feb 26, 2026 |
|---|
| Image Classification | ImageNet 1k (val) | 43 | Feb 26, 2026 |
|---|
| Provenance Tracing | ImageNet | 42 | Jun 30, 2026 |
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| Image Classification | Tiny-ImageNet fine-grained | 42 | Jun 30, 2026 |
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| Image Classification | Tiny-ImageNet fine-grained (test) | 42 | Jun 30, 2026 |
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| Image Classification | TinyImageNet | 42 | May 28, 2026 |
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| Accuracy Estimation | MNIST, USPS, SVHN, COCO, PASCAL, ImageNet source-target transfers | 42 | May 25, 2026 |
|---|
| Attack on Test-Time Adaptation | ImageNet-C ResNet50 (test) | 42 | May 25, 2026 |
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| Image Classification | ImageNet-1k | 42 | May 19, 2026 |
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| Uncertainty Quantification | ImageNet 10 | 42 | Apr 13, 2026 |
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| Image Classification | ImageNet A, R, S V2 (test) | 42 | Apr 20, 2026 |
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| Untargeted Attack | ImageNet (test) | 42 | Feb 26, 2026 |
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| Image Generation | ImageNet 256x256 50k images (val) | 42 | Feb 26, 2026 |
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| Image Reconstruction | ImageNet-1K 1.0 (val) | 42 | Jun 4, 2026 |
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| Online Continual Learning | Tiny-ImageNet (test) | 42 | Feb 26, 2026 |
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| Online Continual Learning | Tiny-ImageNet | 42 | Feb 26, 2026 |
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| Image Classification | ImageNet-1K (val) | 42 | Jun 5, 2026 |
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