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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 | ADE20K | 48 | May 8, 2026 | ||
| Semantic Segmentation | Pascal VOC Original protocol 92 labeled images | 48 | Feb 26, 2026 | ||
| Semantic Segmentation | ISPRS Vaihingen (test) | 47 | May 19, 2026 | ||
| Open-Vocabulary Semantic Segmentation | PC-459 | 47 | Apr 15, 2026 | ||
| Semantic Segmentation | ADE-847 |
| 47 |
| Mar 31, 2026 |
| Semantic Segmentation | ACDC (val) | 47 | Mar 26, 2026 |
|---|
| Semantic Segmentation | COCO-Stuff-10K (test) | 47 | Feb 26, 2026 |
|---|
| Semantic Segmentation | BDD (val) | 47 | Feb 26, 2026 |
|---|
| Semantic Segmentation | S3DIS (test) | 47 | Feb 26, 2026 |
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| Semantic Segmentation | COCOStuff 164k (val) | 47 | Apr 8, 2026 |
|---|
| Semantic Segmentation | Average Overall | 46 | Apr 23, 2026 |
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| Medical Semantic Segmentation | SIIM Pneumothorax | 46 | Mar 19, 2026 |
|---|
| Semantic Segmentation | Dv 58-class (val) | 46 | Feb 26, 2026 |
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| Semantic Segmentation | Dv 19-class (val) | 46 | Feb 26, 2026 |
|---|
| Open Vocabulary Semantic Segmentation | PASCAL VOC VOC21 with background 2012 | 46 | May 20, 2026 |
|---|
| Semantic Segmentation | Pascal VOC 10-1 protocol 2012 (val) | 46 | Feb 26, 2026 |
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| Semantic Segmentation | PASCAL VOC 2012 original (val) | 46 | Feb 26, 2026 |
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| Semantic Segmentation | SemanticKITTI single-scan | 46 | Feb 26, 2026 |
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| Semantic Segmentation | DDD17 (test) | 46 | Mar 25, 2026 |
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| Hyperspectral Semantic Segmentation | H-City C: 128 (test) | 45 | Mar 30, 2026 |
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| Semantic Segmentation | Sen1Floods11 | 45 | May 28, 2026 |
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| Semantic Segmentation | PASCAL-5^i (val) | 45 | Feb 26, 2026 |
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| Semantic Segmentation | SemanticKITTI single-scan (test) | 45 | Feb 26, 2026 |
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| 3D Point Cloud Semantic Segmentation | ScanNet Average of S0 and S1 | 44 | Jul 1, 2026 |
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| 3D Few-shot Semantic Segmentation | S3DIS Average | 44 | Jul 1, 2026 |
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