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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 2012 | 71 | Jul 7, 2026 | ||
| Semantic Segmentation | SYNTHIA (val) | 71 | Feb 26, 2026 | ||
| Semantic Segmentation | UAVid | 70 | Apr 20, 2026 | ||
| Semantic Segmentation | ADE20K A-847 (val) | 70 | Feb 27, 2026 | ||
| Semantic Segmentation | COCO 20i (test) |
| 70 |
| Jul 7, 2026 |
| Few-shot Semantic Segmentation | COCO-20^i v1.0 | 70 | Feb 26, 2026 |
|---|
| Semantic Segmentation | GTA5 to Cityscapes | 70 | Jul 9, 2026 |
|---|
| Few-Shot Semantic Segmentation | COCO-20i -> PASCAL-5i cross-dataset | 70 | Feb 26, 2026 |
|---|
| Open Vocabulary Semantic Segmentation | PASCAL Context Context60 with background | 69 | Mar 25, 2026 |
|---|
| 3D point cloud semantic segmentation | ScanNet official (fold S1) | 68 | Jul 1, 2026 |
|---|
| Few-shot 3D Semantic Segmentation | S3DIS (S1) | 67 | Jul 1, 2026 |
|---|
| Semantic Segmentation | A-150 | 67 | Apr 28, 2026 |
|---|
| Open Vocabulary Semantic Segmentation | Cityscapes without background | 67 | Mar 25, 2026 |
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| Open Vocabulary Semantic Segmentation | PASCAL Context 59 without background | 67 | Mar 25, 2026 |
|---|
| Semantic Segmentation | COCO-Stuff 27 | 67 | May 28, 2026 |
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| Semantic Segmentation | FMB | 67 | Jun 16, 2026 |
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| Semantic Segmentation | UDD5 | 66 | Apr 20, 2026 |
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| Semantic Segmentation | COCO 2017 (val) | 66 | Apr 1, 2026 |
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| Open-vocabulary semantic segmentation | Pascal Context 60 | 65 | Jun 16, 2026 |
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| Semantic Segmentation | WeedMap (test) | 65 | Mar 10, 2026 |
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| Semantic Segmentation | ADE20K A-150 (val) | 65 | Feb 26, 2026 |
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| Few-Shot Semantic Segmentation | Pascal-5i (test) | 65 | Feb 26, 2026 |
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| Semantic Segmentation | BDD100K night | 65 | Feb 26, 2026 |
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| Semantic Segmentation | CITYSCAPES 1/8 labeled samples 372 labels (val) | 65 | Feb 26, 2026 |
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| Few-shot 3D Semantic Segmentation | S3DIS (S0) | 64 | Jul 1, 2026 |
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