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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 |
|---|---|---|---|---|---|
| Semantic Segmentation | Cityscapes fine (val) | 42 | Feb 26, 2026 | ||
| Semantic Segmentation | Cityscapes | 42 | Feb 26, 2026 | ||
| Semantic Segmentation | MFNet nighttime (test) | 42 | Feb 26, 2026 | ||
| Open-vocabulary semantic segmentation | Pascal VOC 21 | 41 | May 26, 2026 | ||
| 3D Semantic Segmentation | S3DIS Area5 | 41 | Apr 7, 2026 | ||
| Pascal VOC overlapped setting (15-1 (6 steps)) |
| 41 |
| Feb 26, 2026 |
| Semantic Segmentation | CityScapes | 41 | Jun 16, 2026 |
|---|
| Semantic Segmentation | Dark Zurich | 41 | Mar 30, 2026 |
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| Semantic Segmentation | COCO-20i 1-shot | 41 | Feb 26, 2026 |
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| Video Semantic Segmentation | CamVid | 41 | Mar 26, 2026 |
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| Few-shot 3D point cloud semantic segmentation | S3DIS (Mean across folds) | 40 | Mar 23, 2026 |
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| Semantic Segmentation | Cityscapes-C long-term adaptation (target) | 40 | Feb 26, 2026 |
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| 3D Semantic Segmentation | S3DIS (S0, S1) | 40 | Feb 26, 2026 |
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| Semantic Segmentation | nuScenes | 40 | Mar 26, 2026 |
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| Semantic Segmentation | MS COCO 20i | 40 | Feb 26, 2026 |
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| Open-vocabulary semantic segmentation | Pascal VOC 21 (With Background) | 39 | May 13, 2026 |
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| Semantic Segmentation | COCOStuff 164K | 39 | Jun 4, 2026 |
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| Semantic Segmentation | Stanford2D3D-Panoramic (SPan) v1 (averaged by 3 folds) | 39 | Feb 26, 2026 |
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| Open-vocabulary semantic segmentation | Pascal VOC 20 without background | 38 | May 13, 2026 |
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| Semantic Segmentation | Pascal Context 59 (val) | 38 | Feb 26, 2026 |
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| Semantic Segmentation | OpenEarthMap | 38 | Apr 10, 2026 |
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| Semantic Segmentation | LVIS 92^i | 38 | Mar 31, 2026 |
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| 3D Semantic Segmentation | nuScenes Lidar-Seg (val) | 38 | Apr 10, 2026 |
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| Semantic Segmentation | Cityscapes (val) | 38 | Feb 26, 2026 |
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| Few-shot semantic segmentation | COCO-20i (4-fold cross-validation) | 38 | Feb 26, 2026 |
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