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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 (LQ-2 partition) | 33 | Feb 27, 2026 | ||
| Image Classification | CIFAR-10 (LQ-1 partition) | 33 | Feb 27, 2026 | ||
| Image Classification | CIFAR-10 Dirichlet partition | 33 | Feb 27, 2026 | ||
| Federated Learning | Shakespeare | 33 | Feb 27, 2026 | ||
| Anomaly Detection | Thyroid | 33 | Mar 31, 2026 | ||
| Anomaly Detection |
| Speech |
| 33 |
| Mar 31, 2026 |
| Node classification | Social domains Blog1 to Blog2 | 33 | Feb 26, 2026 |
|---|
| Regenerator Location Problem | Synthetic networks Exp-1 | 33 | Feb 26, 2026 |
|---|
| Classification | 11-Dataset Few-shot Learning Suite 16-shot | 33 | Mar 18, 2026 |
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| Document Visual Question Answering | MP-DocVQA | 33 | Mar 4, 2026 |
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| Aortic Dissection Segmentation | ImageTBAD (test) | 33 | Feb 26, 2026 |
|---|
| Generalized Category Discovery | Stanford Cars (test) | 33 | May 12, 2026 |
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| Multimodal Mathematical Reasoning | MathVerse-V | 33 | Apr 3, 2026 |
|---|
| Real-Time Visual Understanding | StreamingBench Real-Time Visual Understanding (test) | 33 | Mar 25, 2026 |
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| Image Captioning Evaluation | FOIL | 33 | Jun 30, 2026 |
|---|
| Deepfake Detection | FF++ HQ (test) | 33 | Mar 17, 2026 |
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| Object Tracking | Arctic Dataset | 33 | Feb 26, 2026 |
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| Video Understanding | SEED-Bench Video Understanding | 33 | Feb 26, 2026 |
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| Safe Text-to-Image Generation | MMA-Diffusion | 33 | Jun 5, 2026 |
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| Watermark Detection | ImageNet | 33 | Feb 26, 2026 |
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| Depth Estimation | Sintel | 33 | Jun 23, 2026 |
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| Vehicle Re-Identification | WMVeID863 | 33 | May 12, 2026 |
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| Text-to-Image Generation | CompBench | 33 | Mar 23, 2026 |
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| Pixel-level Anomaly Localization | BTAD | 33 | May 12, 2026 |
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| Image Classification | ImageNet-O | 33 | Jun 1, 2026 |
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