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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 |
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| Semantic Segmentation | Med JASCL-Disjoint Session 1: AMOS | 28 | May 21, 2026 | ||
| Semantic Segmentation | Med JASCL-Disjoint Session 0: TS | 28 | May 21, 2026 | ||
| 3D Semantic Segmentation | ScanNet200 | 28 | Jul 7, 2026 | ||
| Semantic Segmentation | VOC 21 (val) | 28 | Apr 10, 2026 | ||
| Semantic Segmentation | P-R Potsdam and Vaihingen | 28 | Mar 4, 2026 |
| Semantic Segmentation | Cityscapes Adverse Conditions ACDC | 28 | Mar 4, 2026 |
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| Semantic Segmentation | GTAV Generalization to Cityscapes, BDD100K, Mapillary | 28 | Mar 4, 2026 |
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| Open-Vocabulary Semantic Segmentation | Pascal VOC 2012 (val) | 28 | Feb 26, 2026 |
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| Open-vocabulary semantic segmentation | PAS-20 Pascal VOC (test) | 28 | Mar 24, 2026 |
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| Semantic Segmentation | Pascal-5i | 28 | Feb 26, 2026 |
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| Continual Semantic Segmentation | ADE20k 100-50 (2 tasks) (val) | 28 | Feb 26, 2026 |
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| Semantic Segmentation | Cityscapes v1.1 (test) | 28 | Feb 26, 2026 |
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| Semantic Segmentation | PASS (test) | 28 | Feb 26, 2026 |
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| Semantic Segmentation | NYU-depth v2 | 28 | Apr 15, 2026 |
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| Semantic Segmentation | SUN-RGBD 37 classes (test) | 28 | Feb 26, 2026 |
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| Semantic Segmentation | Cityscapes | 27 | May 21, 2026 |
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| Semantic Segmentation | Cityscapes (val) | 27 | Apr 24, 2026 |
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| Video Semantic Segmentation | NYU v2 | 27 | Mar 26, 2026 |
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| 3D Semantic Segmentation | ScanNet | 27 | Apr 8, 2026 |
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| Semantic Segmentation | Trans10K v2 | 27 | Feb 26, 2026 |
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| Open Vocabulary Semantic Segmentation | PASCAL VOC | 27 | May 12, 2026 |
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| Semantic Segmentation | ADE20K 164K (val) | 27 | Feb 26, 2026 |
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| Semantic Segmentation | ScanNet (novel views) | 27 | Jun 9, 2026 |
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| Semantic Segmentation | GTA → Cityscapes (test) | 27 | Feb 26, 2026 |
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| Semantic Segmentation | ScanNet200 v2 (val) | 27 | Feb 26, 2026 |
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