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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 |
|---|---|---|---|---|---|
| Scene Flow Estimation | Argoverse 2 (test) | 41 | May 19, 2026 | ||
| Multiple Choice VideoQA | IntentQA | 41 | Feb 26, 2026 | ||
| Video Object Detection | ImageNet VID v1.0 (val) | 41 | Feb 26, 2026 | ||
| Semantic Segmentation | Pascal VOC overlapped setting (15-1 (6 steps)) | 41 | Feb 26, 2026 | ||
| Classification | Audiovision-MNIST (test) |
| 41 |
| Feb 26, 2026 |
| Machine Translation | IT All-domain datastore (test) | 41 | Feb 26, 2026 |
|---|
| Scene Graph Detection | Action Genome | 41 | Apr 23, 2026 |
|---|
| Multivariate time series prediction | PEMS04 | 41 | Feb 26, 2026 |
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| Image Classification | ImageNet-1K standard (val test) | 41 | Apr 6, 2026 |
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| Video Camouflaged Object Detection | CAD (test) | 41 | Apr 14, 2026 |
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| Novel Expression Synthesis | NeRSemble | 41 | Jun 30, 2026 |
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| Object Detection | ODinW (test) | 41 | Feb 26, 2026 |
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| TOS classification | Cifar100 | 41 | May 29, 2026 |
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| Gait Recognition | SUSTech1K | 41 | May 22, 2026 |
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| Multivariate Forecasting | PEMS04 (test) | 41 | Feb 26, 2026 |
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| Class-Incremental Learning | FGVC-aircraft | 41 | May 14, 2026 |
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| Depth Completion | NYU v2 (val) | 41 | Feb 26, 2026 |
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| Natural Language Visual Reasoning | NLVR2 | 41 | Apr 21, 2026 |
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| Closed-set Source-Free Domain Adaptation | Office-31 (target) | 41 | Apr 21, 2026 |
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| Motion-to-text retrieval | KIT-ML (test) | 41 | Feb 26, 2026 |
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| Multivariate Time Series Classification | MotorImagery | 41 | May 4, 2026 |
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| Semantic Segmentation | CityScapes | 41 | Jun 16, 2026 |
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| Web agent tasks | Mind2Web Cross-Domain | 41 | Jun 9, 2026 |
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| Segmentation | ACDC | 41 | Mar 24, 2026 |
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| Out-of-Distribution Detection | ImageNet (ID) vs Places365 (OOD) 1.0 (test) | 41 | Feb 27, 2026 |
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