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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 | Industrial-5i (test) | 44 | Feb 26, 2026 | ||
| Semantic Segmentation | Pothole-mix (test) | 44 | Feb 26, 2026 | ||
| Semantic Segmentation | Nucleus (test) | 44 | Feb 26, 2026 | ||
| Semantic Segmentation | Lung Nodule (test) | 44 | Feb 26, 2026 | ||
| Semantic Segmentation | nuScenes v1.0 (test) | 44 | Feb 26, 2026 | ||
| Semantic Segmentation |
| NightCity+ (val) |
| 44 |
| Feb 26, 2026 |
| Semantic Segmentation | Cityscapes fine (test) | 44 | Feb 26, 2026 |
|---|
| Semantic Segmentation | ADE20K | 43 | Jul 7, 2026 |
|---|
| Semantic Segmentation | Pascal Context 60 with background | 43 | Apr 29, 2026 |
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| Semantic Segmentation | Mapillary (test) | 43 | Mar 31, 2026 |
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| Semantic Segmentation | Pascal VOC Priority protocol, 1/4 labeled ratio | 43 | Feb 26, 2026 |
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| Semantic Segmentation | Pascal VOC Priority protocol, 1/16 labeled ratio | 43 | Feb 26, 2026 |
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| Semantic Segmentation | Pascal VOC without background 2012 V20 | 42 | Apr 29, 2026 |
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| Semantic Segmentation (Cropland) | AI4SmallFarms | 42 | Apr 23, 2026 |
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| Semantic Segmentation (Burn Scars) | AI4SmallFarms | 42 | Apr 23, 2026 |
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| Semantic Segmentation | MADOS | 42 | May 28, 2026 |
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| Semantic Segmentation | Pascal VOC 2012 | 42 | Apr 15, 2026 |
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| 3D Semantic Segmentation | ScanNet++ | 42 | Jun 15, 2026 |
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| Semantic Segmentation | Wind Blade Segmentation (test) | 42 | Feb 26, 2026 |
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| Semantic Segmentation | Pascal Context 459 classes (val) | 42 | Feb 26, 2026 |
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| Semantic Segmentation | COCO-Stuff without background class | 42 | Apr 29, 2026 |
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| Semantic Segmentation | ADE | 42 | May 8, 2026 |
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| Semantic Segmentation | KITTI-360 | 42 | Jun 2, 2026 |
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| Semantic segmentation | Semantic3D (reduced-8) | 42 | Mar 30, 2026 |
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| Semantic Segmentation | Nighttime Driving | 42 | Feb 26, 2026 |
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