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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 |
|---|---|---|---|---|---|
| Few-shot Semantic Segmentation | CD-FSS 1-shot 1.0 (test) | 53 | Jun 24, 2026 | ||
| Few-shot Semantic Segmentation | PASCAL-5^i 1-shot | 53 | Apr 8, 2026 | ||
| Semantic Segmentation | Stanford2D3D Panoramic 1.0 (Fold-1) | 53 | Mar 9, 2026 | ||
| Semantic Segmentation | Cityscapes low-data regime (val) | 52 | May 19, 2026 | ||
| LiDAR Semantic Segmentation | ScribbleKITTI v1.0 (test) |
| 52 |
| May 19, 2026 |
| Semantic Segmentation | PASCAL VOC with background category VOC21 2012 | 51 | Apr 29, 2026 |
|---|
| Semantic Segmentation | ADE20K 150 semantic categories (val) | 51 | May 13, 2026 |
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| Semantic Segmentation | DensePASS (test) | 51 | Feb 26, 2026 |
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| Semantic Segmentation | Foggy Zurich (test) | 51 | Feb 26, 2026 |
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| Semantic Segmentation | SceneParse150 | 50 | May 19, 2026 |
|---|
| Semantic Segmentation | Object | 50 | Apr 10, 2026 |
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| Semantic Segmentation | Stuff | 50 | Apr 10, 2026 |
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| Semantic Segmentation | DFC 2020 | 50 | Jun 23, 2026 |
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| 1-way Few-shot Semantic Segmentation | PASCAL-5i 1-way | 50 | Feb 26, 2026 |
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| Semantic Segmentation | Nighttime Driving (test) | 50 | Mar 26, 2026 |
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| Semantic Segmentation | SYNTHIA-to-Cityscapes (SYN2CS) 16 classes (val) | 50 | Mar 10, 2026 |
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| Semantic Segmentation | ADE20K (test) | 50 | Feb 26, 2026 |
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| Semantic Segmentation | DDD17 | 50 | Mar 5, 2026 |
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| Semantic Segmentation | Structured3D (val) | 49 | Mar 4, 2026 |
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| Semantic Segmentation | Cityscapes GTA5 source 1.0 (val) | 49 | Feb 26, 2026 |
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| Semantic Segmentation | Pascal VOC | 49 | Apr 23, 2026 |
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| Semantic Segmentation | DLRSD | 48 | Apr 20, 2026 |
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| Semantic Segmentation | ACDC Snow | 48 | Jul 9, 2026 |
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| Semantic Segmentation | ACDC (Rain) | 48 | Jun 2, 2026 |
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| Semantic Segmentation | COCO 20^i (test) | 48 | Feb 26, 2026 |
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