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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 |
|---|---|---|---|---|---|
| Zero-shot Image Classification | ImageNet zero-shot | 35 | Feb 26, 2026 | ||
| Image Generation | ImageNet 50K | 34 | Jun 19, 2026 | ||
| Gaussian Deblurring | ImageNet 256 x 256 | 34 | Jun 30, 2026 | ||
| Saliency Map Evaluation | ImageNet-S50 (test) | 34 | May 4, 2026 | ||
| near-OOD detection | TinyImageNet | 34 | Apr 15, 2026 | ||
| far-OOD detection |
| TinyImageNet |
| 34 |
| Apr 15, 2026 |
| Image Classification | ImageNet 1k (val) | 34 | Apr 1, 2026 |
|---|
| Image Classification | Tiny-ImageNet | 34 | Mar 20, 2026 |
|---|
| Image Classification | ImageNet 1k 1.0 (val) | 34 | Mar 10, 2026 |
|---|
| Perturbation-based evaluation | ImageNet | 34 | Mar 9, 2026 |
|---|
| Image Classification | ImageNet-SK (test) | 34 | Feb 27, 2026 |
|---|
| Adversarial Robustness | ImageNet 1k (test) | 34 | Feb 27, 2026 |
|---|
| Image Classification | ImageNet-1k (val) | 34 | Feb 27, 2026 |
|---|
| Few-shot classification | ImageNet mini (test) | 34 | Feb 26, 2026 |
|---|
| Backdoor Attack | ImageNet-1K | 34 | Mar 4, 2026 |
|---|
| Exemplar-Free Class-Incremental Learning | ImageNet Subset | 34 | Jun 26, 2026 |
|---|
| Image Classification | ImageNet-200 | 34 | May 28, 2026 |
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| Image Classification | ImageNet-A 1.0 (val) | 34 | Feb 27, 2026 |
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| Image Classification | ImageNet LT 2018 (test) | 34 | Feb 26, 2026 |
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| Few-shot image classification | tieredImageNet standard (test) | 34 | Feb 26, 2026 |
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| Image Generation | Tiny ImageNet | 34 | May 13, 2026 |
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| Image Classification | ImageNet-C level 3 (test) | 34 | Feb 26, 2026 |
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| Image Classification | ImageNet-C | 33 | Jul 1, 2026 |
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| Adversarial Detection | ImageNet BLIP-2 | 33 | May 25, 2026 |
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| Image Classification | ImageNet 1K | 33 | May 13, 2026 |
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