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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 |
|---|---|---|---|---|---|
| Change Detection | LEVIR+-CD (test) | 62 | Mar 23, 2026 | ||
| Hallucination Evaluation | MMHal | 62 | Jul 1, 2026 | ||
| Image Quality Assessment | KADID-10k | 62 | May 27, 2026 | ||
| Image Classification | ImageNet (INet) | 62 | May 29, 2026 | ||
| Autonomous Driving | NAVSIM (test) |
| 62 |
| May 19, 2026 |
| Visual Question Answering | OCRVQA | 62 | Jun 11, 2026 |
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| Time-series Forecasting | ETT1 | 62 | Apr 9, 2026 |
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| Image Deepfake Detection | DFo | 62 | May 11, 2026 |
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| Out-of-Distribution Detection | CIFAR100 LT | 62 | May 19, 2026 |
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| Visual Reasoning | V*Bench | 62 | Apr 21, 2026 |
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| Robot Manipulation | CALVIN (ABC->D) | 62 | Apr 21, 2026 |
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| Mathematical Reasoning | GSM8K (test) | 62 | Feb 26, 2026 |
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| Offline Reinforcement Learning | D4RL walker2d-medium-replay | 62 | Apr 14, 2026 |
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| Table Question Answering | WTQ (test) | 62 | Mar 10, 2026 |
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| Text-to-Image Retrieval | NUS-WIDE | 62 | Jun 2, 2026 |
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| Marine Animal Segmentation | RUWI (test) | 62 | Mar 16, 2026 |
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| Marine Animal Segmentation | UFO120 (test) | 62 | Mar 16, 2026 |
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| Real-world Multimodal Reasoning | RealWorldQA | 62 | Jun 30, 2026 |
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| Open-set Test-time Adaptation | CIFAR-10-C (test) | 62 | Apr 3, 2026 |
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| Object Erasure | CIFAR-10 | 62 | May 29, 2026 |
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| RGBT Tracking | LasHeR | 62 | Mar 6, 2026 |
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| Commonsense Reasoning | CommonsenseQA (test) | 62 | Apr 9, 2026 |
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| Generative Image Synthesis | CIFAR-10 BigGAN | 62 | Feb 26, 2026 |
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| Generative Image Synthesis | STL-10 SNGAN | 62 | Feb 26, 2026 |
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| Generative Image Synthesis | CIFAR-10 SNGAN | 62 | Feb 26, 2026 |
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