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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 | Cityscapes 16 classes (val) | 24 | Jun 2, 2026 | ||
| Semantic Segmentation | ADE20k 512 x 512 | 24 | Jun 4, 2026 | ||
| Semantic Segmentation | PASTIS-R (All labels) | 24 | Apr 14, 2026 | ||
| Semantic Segmentation | PASTIS-R (30% labels) | 24 | Apr 14, 2026 | ||
| Semantic Segmentation | PASTIS-R (1% labels) | 24 | Apr 14, 2026 | ||
| Semantic Segmentation |
| Cityscapes (val) |
| 24 |
| Mar 31, 2026 |
| Semantic Segmentation | DSEC-Semantic v1 (test) | 24 | Mar 5, 2026 |
|---|
| Semantic Segmentation | DDD17-Seg v1 (test) | 24 | Mar 5, 2026 |
|---|
| Semantic Segmentation | PASTIS | 24 | Mar 10, 2026 |
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| Semantic Segmentation | DSEC | 24 | Jun 2, 2026 |
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| Few-shot 3D Point Cloud Semantic Segmentation | ScanNet v2 | 24 | Feb 26, 2026 |
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| 3D point cloud semantic segmentation | ScanNet Mean Fold official | 24 | Feb 26, 2026 |
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| Open Vocabulary Semantic Segmentation | PASCAL VOC VOC20 without background 2012 | 24 | Feb 26, 2026 |
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| Semantic Segmentation | COCO 20^i | 24 | Mar 31, 2026 |
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| Unsupervised Semantic Segmentation | Cityscapes (val) | 24 | Feb 26, 2026 |
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| Semantic Segmentation | PASCAL Context (with background class) (val) | 24 | Feb 26, 2026 |
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| Semantic Segmentation | PASCAL VOC with background class (val) | 24 | Feb 26, 2026 |
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| 3D Semantic Segmentation | ScanNet20 v2 (test) | 24 | Feb 26, 2026 |
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| Semantic Segmentation | ACDC Snow (test) | 24 | Apr 3, 2026 |
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| Open-vocabulary semantic segmentation | Pascal Context-59 (test) | 24 | Feb 26, 2026 |
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| Semantic Segmentation | BIG dataset (test) | 24 | Feb 26, 2026 |
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| Semantic Segmentation | COCO-Stuff 10K | 24 | May 21, 2026 |
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| Semantic Segmentation | Synth4D (val) | 24 | Feb 26, 2026 |
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| Semantic Segmentation | COCO-20i Fold-3 | 24 | Feb 26, 2026 |
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| Semantic Segmentation | COCO-20i Fold-2 | 24 | Feb 26, 2026 |
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