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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 | MFNet (test) | 172 | May 1, 2026 | ||
| LiDAR Semantic Segmentation | nuScenes (val) | 169 | Feb 26, 2026 | ||
| Semantic Segmentation | NYUD v2 | 169 | Jun 16, 2026 | ||
| Semantic Segmentation |
| Vaihingen |
| 168 |
| Jun 30, 2026 |
| Weakly Supervised Semantic Segmentation | PASCAL VOC 2012 (val) | 168 | Mar 26, 2026 |
|---|
| Semantic Segmentation | Pascal VOC 2012 (val) | 166 | May 28, 2026 |
|---|
| Semantic Segmentation | Pascal VOC augmented 2012 (val) | 162 | Feb 26, 2026 |
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| Semantic Segmentation | SYNTHIA to Cityscapes | 159 | Jun 9, 2026 |
|---|
| Weakly Supervised Semantic Segmentation | PASCAL VOC 2012 (test) | 158 | Feb 27, 2026 |
|---|
| Semantic Segmentation | Mapillary (val) | 153 | Feb 26, 2026 |
|---|
| Semantic Segmentation | GTA5 to Cityscapes (test) | 151 | Feb 26, 2026 |
|---|
| Semantic Segmentation | Pascal VOC 20 | 151 | Jun 9, 2026 |
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| Semantic Segmentation | PASCAL-5i | 149 | Jul 7, 2026 |
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| Semantic Segmentation | COCO Object | 147 | Jun 16, 2026 |
|---|
| Semantic Segmentation | iSAID | 146 | May 15, 2026 |
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| 3D Semantic Segmentation | ScanNet (val) | 144 | Apr 7, 2026 |
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| Semantic Segmentation | PASCAL VOC classic 2012 (val) | 143 | Feb 26, 2026 |
|---|
| Semantic Segmentation | Cityscapes | 140 | Jul 9, 2026 |
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| Semantic Segmentation | Pascal Context 60 | 139 | Apr 10, 2026 |
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| Semantic Segmentation | Synthia to Cityscapes (test) | 138 | Feb 26, 2026 |
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| Semantic segmentation | ScanNet200 (val) | 136 | Apr 23, 2026 |
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| LiDAR Semantic Segmentation | SemanticKITTI (test) | 133 | Jul 1, 2026 |
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| Semantic Segmentation | Cityscapes (val) | 133 | Feb 26, 2026 |
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| Semantic Segmentation | PASCAL-Context 59 class (val) | 125 | Feb 27, 2026 |
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| Semantic Segmentation | PASCAL VOC augmented (val) | 122 | Feb 26, 2026 |
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