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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 | PASCAL Context 59 | 90 | Jun 9, 2026 | ||
| Semantic Segmentation | RSNA | 90 | Feb 27, 2026 | ||
| Semantic Segmentation | Stanford2D3DS (3-fold cross-validation) | 90 | Feb 26, 2026 | ||
| Semantic Segmentation | Cityscapes | 88 | Jun 16, 2026 | ||
| Semantic Segmentation | Pascal VOC 15-1 setting 2012 (val) |
| 88 |
| Feb 26, 2026 |
| Semantic Segmentation | PASCAL VOC 2012 (train) | 88 | May 14, 2026 |
|---|
| Open Vocabulary Semantic Segmentation | COCO Object with background | 87 | May 13, 2026 |
|---|
| Semantic Segmentation | VDD | 87 | May 13, 2026 |
|---|
| LiDAR Semantic Segmentation | SemanticKITTI (val) | 87 | Apr 10, 2026 |
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| Semantic Segmentation | Cityscapes 1/16 (186 labeled samples) | 87 | Jul 7, 2026 |
|---|
| Semantic Segmentation | nuScenes 1.0 (val) | 86 | Jul 1, 2026 |
|---|
| Semantic Segmentation | PST900 | 86 | Jun 16, 2026 |
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| Semantic Segmentation | PASCAL VOC Augmented 2012 | 85 | Feb 26, 2026 |
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| Semantic Segmentation | Cityscapes to ACDC (test) | 85 | May 19, 2026 |
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| Semantic Segmentation | CityScapes, BDD, and Mapillary (val) | 85 | Feb 26, 2026 |
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| Semantic Segmentation | SUN RGB-D | 85 | May 12, 2026 |
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| Open Vocabulary Semantic Segmentation | COCO-Stuff | 84 | Jun 23, 2026 |
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| Semantic Segmentation | BDD100K (val) | 84 | Mar 24, 2026 |
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| Semantic Segmentation | Mapillary Vistas (val) | 84 | Mar 24, 2026 |
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| Semantic Segmentation | NYU v2 (val) | 82 | Jun 11, 2026 |
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| Semantic Segmentation | Pascal Context 459 | 82 | Mar 20, 2026 |
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| Semantic Segmentation | Pascal VOC 15-5 setting 2012 (val) | 82 | Feb 26, 2026 |
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| Semantic Segmentation | nuScenes (test) | 81 | Apr 23, 2026 |
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| 3D Semantic Segmentation | ScanNet (S0) | 80 | Jul 1, 2026 |
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| Semantic Segmentation | PASCAL-Context PC-459 | 80 | Jun 9, 2026 |
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