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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 | ADE20K 150 classes (val) | 35 | Feb 27, 2026 | ||
| Semantic Segmentation | RAW ADE20K Low-light (LOW) | 34 | May 11, 2026 | ||
| Semantic Segmentation | Cross-Domain Average (Cityscapes, BDD100K, Mapillary) | 34 | Jul 9, 2026 | ||
| Semantic Segmentation | CSDD original (test) | 34 | Feb 26, 2026 | ||
| Semantic Segmentation | CSDD (test) | 34 | Feb 26, 2026 |
| Semantic Segmentation | SUIM | 34 | Apr 15, 2026 |
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| Semantic Segmentation | Pascal VOC VOC-20 (test) | 34 | Feb 26, 2026 |
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| LiDAR Semantic Segmentation | ScribbleKITTI (train) | 34 | Feb 26, 2026 |
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| Semantic Segmentation | Structured3D (test) | 34 | Mar 4, 2026 |
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| Semantic Segmentation | ACDC | 34 | Jun 2, 2026 |
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| Generalized Few-Shot Semantic Segmentation | PASCAL 5^i (test) | 34 | Feb 26, 2026 |
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| Semantic Segmentation | COCO-Object with background class | 34 | Apr 23, 2026 |
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| 3D Semantic Segmentation | nuScenes Day to Night (target) | 34 | Feb 26, 2026 |
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| Incremental Semantic Segmentation | Pascal VOC 10-10 Overlap 2012 | 34 | Jun 4, 2026 |
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| Semantic Segmentation | DSEC (test) | 34 | Mar 25, 2026 |
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| Semantic Segmentation | Pascal VOC Original protocol 732 labeled images | 34 | Feb 26, 2026 |
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| Semantic Segmentation | Pascal VOC 366 labeled images (Original protocol) | 34 | Feb 26, 2026 |
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| Semantic Segmentation | Pascal VOC 183 labeled images (Original protocol) | 34 | Feb 26, 2026 |
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| Semantic Segmentation | Sen1Floods11 (test) | 33 | Jun 23, 2026 |
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| Semantic Segmentation | Embryo image dataset (test) | 33 | May 13, 2026 |
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| Semantic Segmentation | GID | 33 | May 26, 2026 |
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| Semantic Segmentation | semanticKITTI SynLiDAR source (val) | 33 | Mar 20, 2026 |
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| Semantic Segmentation | Cityscapes | 33 | May 6, 2026 |
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| Semantic Segmentation | Cityscapes -> {GTAV, BDD100K, Mapillary, SYNTHIA, Cityscapes} (test) | 33 | Feb 26, 2026 |
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| Semantic Segmentation | SemanticPOSS (test) | 33 | Feb 26, 2026 |
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