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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 | DeepGlobe Target Dataset PASCAL VOC Source | 22 | May 15, 2026 | ||
| Cross-Domain Few-Shot Semantic Segmentation | FSS-1000 (Target), DeepGlobe (Source) | 22 | May 15, 2026 | ||
| Cross-Domain Few-Shot Semantic Segmentation | Chest X-Ray (Target), DeepGlobe (Source) | 22 | May 15, 2026 | ||
| Cross-Domain Few-Shot Semantic Segmentation | ISIC (Target), DeepGlobe (Source) | 22 | May 15, 2026 | ||
| Cross-Domain Few-Shot Semantic Segmentation |
| PASCAL VOC DeepGlobe Target Source |
| 22 |
| May 15, 2026 |
| Semantic Segmentation | Cityscapes 18 (val) | 22 | Apr 14, 2026 |
|---|
| Semantic Segmentation | UAVid (val) | 22 | Jul 7, 2026 |
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| Semantic Segmentation | GTAV to Cityscapes, BDD, Mapillary Synthetic-to-Real (test) | 22 | Mar 31, 2026 |
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| Hyperspectral Semantic Segmentation | HyKo-VIS Original (C: 15) (test) | 22 | Mar 30, 2026 |
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| Semantic Segmentation | Pascal VOC (1/14 labeled split) | 22 | Mar 24, 2026 |
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| Semantic Segmentation | Pascal VOC 1/29 labeled (366 images) | 22 | Mar 24, 2026 |
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| Semantic Segmentation | Pascal VOC 1/58 labeled split (183 images) | 22 | Mar 24, 2026 |
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| Semantic Segmentation | Pascal VOC 1/115 labeled split (92 images) | 22 | Mar 24, 2026 |
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| Semantic Segmentation | PASTIS (test) | 22 | May 21, 2026 |
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| Semantic Segmentation | BCSS-WSSS (test) | 22 | Feb 26, 2026 |
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| Semantic Segmentation | PASCAL VOC PAS-20 | 22 | Feb 26, 2026 |
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| Unsupervised open-vocabulary semantic segmentation | Pascal Context (val) | 22 | Feb 26, 2026 |
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| Open-vocabulary semantic segmentation | ADE20K 150 (test) | 22 | Feb 26, 2026 |
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| Semantic Segmentation | Mapillary Vistas | 22 | Feb 26, 2026 |
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| Semantic Segmentation | Cityscapes fine annotations 1/2 (1488 labels) | 22 | Feb 26, 2026 |
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| Semantic Segmentation | Matterport3D (val) | 22 | Apr 14, 2026 |
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| Generalized Few-shot Semantic Segmentation | PASCAL-5 i (val) | 22 | Feb 26, 2026 |
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| Semantic Segmentation | ScanNet200 (test) | 22 | Apr 23, 2026 |
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| Semantic Segmentation | Cityscapes (test/val) | 22 | Jun 2, 2026 |
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| Semantic Segmentation | ADE20K 2017 (val) | 22 | Feb 26, 2026 |
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