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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 | Makoko | 23 | Feb 26, 2026 | ||
| Semantic Segmentation | N. Nairobi | 23 | Feb 26, 2026 | ||
| Semantic Segmentation | El Geneina | 23 | Feb 26, 2026 | ||
| Semantic Segmentation | El Daein | 23 | Feb 26, 2026 | ||
| Semantic Segmentation | Pascal VOC 1 2 labeled 2012 (train) | 23 | Feb 26, 2026 | ||
| Semantic Segmentation | Pascal VOC 1/4 labeled 2012 (train) |
| 23 |
| Feb 26, 2026 |
| Semantic Segmentation | Pascal VOC 1/8 labeled 2012 (train) | 23 | Feb 26, 2026 |
|---|
| Semantic Segmentation | Cityscapes (val) | 23 | Feb 26, 2026 |
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| Semantic Segmentation | COCO-Object with background class (val) | 23 | Feb 26, 2026 |
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| 3D Point Cloud Semantic Segmentation | SemanticSTF SemanticKITTI (val) | 23 | Feb 26, 2026 |
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| Semantic Segmentation | VOC 2012 | 23 | Feb 26, 2026 |
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| Semantic Segmentation | SYNTHIA to Cityscapes 16 and 13 categories (val) | 23 | Feb 26, 2026 |
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| Semantic Segmentation | COCO 20^i (cross-validation) | 23 | Feb 26, 2026 |
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| Semantic Segmentation | Pascal-VOC Disjoint 19-1 2012 | 23 | Feb 26, 2026 |
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| Semantic Segmentation | SUN-RGBD 53 (test) | 23 | Feb 26, 2026 |
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| Semantic Segmentation | CholecSeg8K (test) | 23 | Jul 7, 2026 |
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| Few-Shot Semantic Segmentation | CD-FSS Average 5-shot | 22 | May 20, 2026 |
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| Few-Shot Semantic Segmentation | Chest X-ray 5-shot | 22 | May 20, 2026 |
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| Few-Shot Semantic Segmentation | Chest X-ray 1-shot | 22 | May 20, 2026 |
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| Few-Shot Semantic Segmentation | ISIC 1-shot 2018 | 22 | May 20, 2026 |
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| Few-Shot Semantic Segmentation | DeepGlobe 5-shot | 22 | May 20, 2026 |
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| Few-Shot Semantic Segmentation | DeepGlobe 1-shot | 22 | May 20, 2026 |
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| Semantic Segmentation | FSS-1000 Target Dataset PASCAL VOC Source | 22 | May 15, 2026 |
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| Semantic Segmentation | Chest X-Ray Target Dataset PASCAL VOC Source | 22 | May 15, 2026 |
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| Semantic Segmentation | ISIC Target Dataset, PASCAL VOC Source | 22 | May 15, 2026 |
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