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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 | COCO-Stuff 9 (val) | 25 | Jun 15, 2026 | ||
| Semantic Segmentation | SUN-RGBD 70 (test) | 25 | Jun 15, 2026 | ||
| Semantic Segmentation | NYU v2 68 (test) | 25 | Jun 15, 2026 | ||
| Semantic Segmentation | Austrian Crop All labels | 25 | Apr 14, 2026 | ||
| Semantic Segmentation | Austrian Crop (30% labels) | 25 | Apr 14, 2026 | ||
| Semantic Segmentation |
| Austrian Crop (1% labels) |
| 25 |
| Apr 14, 2026 |
| Semantic Segmentation | Pascal VOC high-quality (test) | 25 | Feb 26, 2026 |
|---|
| Semantic Segmentation | Chest X-ray | 25 | Mar 31, 2026 |
|---|
| Semantic Segmentation | HLS Burn Scars | 25 | Mar 10, 2026 |
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| Semantic Segmentation | COCO | 25 | Jun 15, 2026 |
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| 3D Semantic Segmentation | ScanNet200 (val) | 25 | Jul 2, 2026 |
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| Semantic Segmentation | Cityscapes target domain | 25 | Feb 26, 2026 |
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| Semantic Segmentation | VOC (val) | 25 | Feb 26, 2026 |
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| Video Semantic Segmentation | VSPW (test) | 25 | Feb 26, 2026 |
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| Semantic Segmentation | GTA5 Synthetic-to-Real (test) | 25 | Feb 26, 2026 |
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| Unsupervised Semantic Segmentation | Cityscapes | 25 | Apr 2, 2026 |
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| Semantic Segmentation | PASCAL (val) | 25 | Feb 27, 2026 |
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| Semantic Segmentation | Potsdam 3 | 25 | Feb 26, 2026 |
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| Semantic Segmentation | Potsdam | 25 | Feb 26, 2026 |
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| Continual Semantic Segmentation | ADE20k 50-50 (3 tasks) (val) | 25 | Feb 26, 2026 |
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| Semantic Segmentation | PASCAL-5i (test) | 25 | Feb 26, 2026 |
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| Semantic Segmentation | Foggy Driving-dense (FDD) (test) | 25 | Feb 26, 2026 |
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| Semantic Segmentation | KITTI-360 (test) | 25 | Feb 26, 2026 |
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| Semantic Segmentation | CubiCasa | 24 | Jun 18, 2026 |
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| Open-vocabulary semantic segmentation | Pascal VOC 2012 V20 | 24 | Jun 16, 2026 |
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