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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 | ScanNet (val) | 302 | May 18, 2026 | ||
| Semantic Segmentation | PASCAL VOC | 295 | Jun 16, 2026 | ||
| Semantic Segmentation | Pascal VOC (test) | 268 | May 13, 2026 |
| Semantic Segmentation | ScanNet v2 (test) | 248 | Feb 27, 2026 |
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| Semantic Segmentation | ADE20K A-150 | 235 | Jun 9, 2026 |
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| Semantic Segmentation | PASCAL VOC 2012 | 231 | Jul 7, 2026 |
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| 3D Semantic Segmentation | ScanNet v2 (val) | 230 | Jun 25, 2026 |
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| Semantic Segmentation | Pascal Context (test) | 223 | May 13, 2026 |
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| Semantic Segmentation | Pascal Context | 217 | Apr 13, 2026 |
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| Semantic Segmentation | Pascal Context 59 | 217 | Jun 4, 2026 |
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| Semantic Segmentation | Coco-Stuff (test) | 216 | May 13, 2026 |
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| Semantic Segmentation | Pascal VOC | 214 | Jul 7, 2026 |
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| Semantic Segmentation | SemanticKITTI (val) | 212 | Jun 1, 2026 |
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| Semantic Segmentation | SUN RGB-D (test) | 212 | Apr 14, 2026 |
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| LiDAR Semantic Segmentation | nuScenes official (test) | 204 | Jul 1, 2026 |
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| Semantic Segmentation | Potsdam (test) | 193 | May 12, 2026 |
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| Semantic Segmentation | LoveDA | 192 | May 15, 2026 |
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| Semantic Segmentation | COCO 20i | 187 | Jul 7, 2026 |
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| Semantic Segmentation | NYUD v2 (test) | 187 | Feb 26, 2026 |
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| Semantic Segmentation | COCO (val) | 185 | May 14, 2026 |
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| Semantic Segmentation | NYU Depth V2 (test) | 183 | Apr 7, 2026 |
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| Few-Shot Semantic Segmentation | COCO-20i | 178 | Apr 8, 2026 |
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| Few-shot Semantic Segmentation | PASCAL-5^i (test) | 177 | Feb 26, 2026 |
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| Semantic Segmentation | PC-59 | 174 | Apr 28, 2026 |
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| Semantic Segmentation | COCO Stuff (val) | 173 | Jun 29, 2026 |
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