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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 | VOC-20 | 121 | Jun 4, 2026 | ||
| Video Semantic Segmentation | VSPW (val) | 121 | Apr 14, 2026 | ||
| Semantic Segmentation | MSRS | 120 | Jun 16, 2026 | ||
| Weakly Supervised Semantic Segmentation | PASCAL VOC 2012 (train) | 120 | May 7, 2026 | ||
| Semantic Segmentation | COCO |
| 119 |
| Jun 16, 2026 |
| 3D Semantic Segmentation | ScanNet (test) | 117 | May 21, 2026 |
|---|
| Semantic Segmentation | ADE20K 847 | 116 | Jun 9, 2026 |
|---|
| Semantic Segmentation | Cityscapes adaptation from Synthia 1.0 (val) | 114 | Feb 26, 2026 |
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| Open Vocabulary Semantic Segmentation | Pascal VOC 20 | 113 | May 26, 2026 |
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| Semantic Segmentation | BDD100K (test) | 112 | Apr 3, 2026 |
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| Semantic Segmentation | Mapillary | 112 | Jul 9, 2026 |
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| LiDAR Semantic Segmentation | SemanticKITTI 1.0 (test) | 111 | May 19, 2026 |
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| Open-vocabulary semantic segmentation | ADE20K | 110 | Jun 16, 2026 |
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| Semantic Segmentation | ScanNet Environments 1-10 Sequence Split | 110 | Feb 26, 2026 |
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| Semantic Segmentation | Potsdam | 110 | May 28, 2026 |
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| 3D semantic segmentation | ScanNet v2 (test) | 110 | Feb 26, 2026 |
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| Semantic Segmentation | Cityscapes 1.0 (val) | 110 | Feb 26, 2026 |
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| Semantic Segmentation | CamVid | 110 | Jun 23, 2026 |
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| Semantic Segmentation | FMB (test) | 110 | Jun 11, 2026 |
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| Semantic Segmentation | SIIM | 109 | Jun 4, 2026 |
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| Semantic Segmentation | VOC21 | 108 | Apr 15, 2026 |
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| Semantic Segmentation | Cityscapes (val) | 108 | Feb 26, 2026 |
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| Semantic Segmentation | PASCAL-5^i (test) | 107 | Feb 26, 2026 |
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| Open-vocabulary semantic segmentation | Cityscapes | 105 | Jun 16, 2026 |
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| Semantic Segmentation | Pascal VOC (Original set) | 105 | Feb 26, 2026 |
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