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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 | PASCAL Context without background class 59 | 27 | Feb 26, 2026 | ||
| Weakly-supervised semantic segmentation | MS COCO 2014 (val) | 27 | Feb 26, 2026 | ||
| Incremental Semantic Segmentation | Pascal VOC disjoint setup 2012 (VOC 15-5) | 27 | Jun 4, 2026 | ||
| Continual Semantic Segmentation | Pascal-VOC 19-1 2012 | 27 | Feb 26, 2026 | ||
| 3D Semantic Segmentation | S3DIS |
| 27 |
| Apr 14, 2026 |
| Semantic Segmentation | ADE20k 92 (val) | 26 | Jun 15, 2026 |
|---|
| Semantic Segmentation | Cityscapes 16 (test) | 26 | Jun 15, 2026 |
|---|
| Semantic Segmentation | URTF | 26 | Apr 30, 2026 |
|---|
| Semantic Segmentation | ADE20K | 26 | Jun 23, 2026 |
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| Semantic Segmentation | MaSTr1325 80-20 (test) | 26 | Mar 27, 2026 |
|---|
| Semantic Segmentation | PASCAL VOC 15-1 sequence 2012 | 26 | Mar 17, 2026 |
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| Semantic Segmentation | PASCAL VOC 15-5 sequence 2012 | 26 | Mar 17, 2026 |
|---|
| Semantic Segmentation | SemSeg (SS) | 26 | Mar 16, 2026 |
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| Semantic Segmentation | COCO-EA | 26 | Mar 4, 2026 |
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| Semantic Segmentation | GraSP | 26 | Feb 26, 2026 |
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| Semantic Segmentation | DSAD | 26 | Feb 26, 2026 |
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| Semantic Segmentation | CholecSeg8k | 26 | Feb 26, 2026 |
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| Semantic Segmentation | GTAV + Synthia (G+S) to BDD100K (B), Cityscapes (C), Mapillary (M) Sim-2-Real (test) | 26 | Mar 31, 2026 |
|---|
| Semantic Segmentation | Cityscapes original (1/8 (372 labeled images)) | 26 | Jul 7, 2026 |
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| Semantic Segmentation | SYNTHIA | 26 | Feb 26, 2026 |
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| Semantic Segmentation | Cityscapes (val) | 26 | Mar 30, 2026 |
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| Semantic Segmentation | COCO-20i 5-shot | 26 | Feb 26, 2026 |
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| Semantic Segmentation | CityScapes | 26 | Mar 30, 2026 |
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| Incremental Semantic Segmentation | COCO | 26 | Jun 4, 2026 |
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| Open-vocabulary semantic segmentation | Pascal Context 59 (P59) | 25 | Jun 16, 2026 |
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