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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 |
|---|---|---|---|---|---|
| 4D Semantic Segmentation | Synthia 4D | 31 | May 19, 2026 | ||
| Semantic Segmentation | HMEPS | 31 | Mar 11, 2026 | ||
| Semantic Segmentation | PH2 | 31 | Mar 11, 2026 | ||
| Open-vocabulary Semantic Segmentation | PASCAL-Context PC-459 | 31 | May 12, 2026 | ||
| 3D Semantic Segmentation | Matterport3D (val) | 31 | Mar 4, 2026 | ||
| Semantic Segmentation |
| ADE20K 847 categories (val) |
| 31 |
| Feb 26, 2026 |
| Few-shot Semantic Segmentation | CD-FSS 5-shot 1.0 (test) | 31 | Jun 24, 2026 |
|---|
| Semantic Segmentation | GTA to {Cityscapes, BDD100K, Mapillary, ACDC, DarkZurich} (val) | 31 | Feb 26, 2026 |
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| Semantic Segmentation | Dark Zurich (val) | 31 | Mar 26, 2026 |
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| Semantic Segmentation | RELLIS-3D | 31 | Mar 31, 2026 |
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| Semantic Segmentation | PASCAL VOC 1/8 subset 2012 (val) | 31 | Feb 26, 2026 |
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| Semantic Segmentation | IDD | 31 | Jun 2, 2026 |
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| Semantic Segmentation | Pascal-VOC Disjoint 15-5 2012 | 31 | Feb 26, 2026 |
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| Semantic Segmentation | BDD Night (test) | 31 | Feb 26, 2026 |
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| Semantic Segmentation | Pascal Blended 662 labels augmented (1/16 train) | 31 | Feb 26, 2026 |
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| 3D Semantic Segmentation | Waymo | 30 | Jun 19, 2026 |
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| Open-vocabulary semantic segmentation | COCO Object | 30 | Jun 16, 2026 |
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| Semantic Segmentation | Automotive NIR Real-world Exterior (val) | 30 | Jun 16, 2026 |
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| Semantic Segmentation | Automotive NIR Real-world Interior (val) | 30 | Jun 16, 2026 |
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| Semantic Segmentation | NYUv2 Forget set (train) | 30 | May 20, 2026 |
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| Indoor Semantic Segmentation | ScanNet (val) | 30 | Apr 23, 2026 |
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| Semantic Segmentation | NYU v2 | 30 | Jun 2, 2026 |
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| Semantic Segmentation | Pascal 1/4 labels VOC 2012 | 30 | Feb 26, 2026 |
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| Semantic Segmentation | Pascal 1/8 labeled VOC 2012 | 30 | Feb 26, 2026 |
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| LiDAR Semantic Segmentation | SemanticKITTI (train) | 30 | Feb 26, 2026 |
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