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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 | Toronto-3D | 33 | Apr 21, 2026 | ||
| Semantic Segmentation | Cityscapes (val) | 33 | Feb 26, 2026 | ||
| Semantic Segmentation | INRIA Aerial Image Labeling (test) | 33 | Feb 27, 2026 | ||
| Semantic Segmentation | Semantic3D reduced-8 (test) | 33 | Feb 27, 2026 | ||
| Semantic Segmentation | RAW ADE20K (Over-exposure (OE)) | 32 | May 11, 2026 | ||
| Semantic Segmentation |
|---|
| ADE20K RAW Normal (NM) |
| 32 |
| May 11, 2026 |
| Semantic Segmentation | Mean over 8 Remote Sensing Datasets | 32 | Apr 3, 2026 |
|---|
| Semantic Segmentation | Potsdam | 32 | Apr 3, 2026 |
|---|
| Generalized Few-Shot Semantic Segmentation | PASCAL-5i | 32 | Jun 9, 2026 |
|---|
| Semantic Segmentation | Cityscapes 500 images (val) | 32 | Mar 27, 2026 |
|---|
| Semantic Segmentation | ISPRS Potsdam | 32 | May 19, 2026 |
|---|
| Semantic Segmentation | WHDLD (test) | 32 | Feb 26, 2026 |
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| Few-shot Semantic Segmentation | ISIC | 32 | Feb 26, 2026 |
|---|
| Semantic Segmentation | ScanNet++ (val) | 32 | Mar 4, 2026 |
|---|
| LiDAR Semantic Segmentation | Place3D Adverse | 32 | Feb 26, 2026 |
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| Semantic Segmentation | Stanford2D3D | 32 | Feb 26, 2026 |
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| Semantic Segmentation | FSS-1000 1-shot | 32 | May 20, 2026 |
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| 3D semantic segmentation | S3DIS Area 5 (test) | 32 | Feb 27, 2026 |
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| Semantic Segmentation | blender PASCAL VOC 2012 (val) | 32 | Feb 26, 2026 |
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| Semantic Segmentation | Pascal VOC PseudoSeg setting (1.4k images) (val) | 32 | Feb 26, 2026 |
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| Continual Semantic Segmentation | Pascal-VOC 15-1 scenario 2012 | 32 | Feb 26, 2026 |
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| 3D Semantic Segmentation | Matterport3D (test) | 32 | Mar 30, 2026 |
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| Semantic Segmentation | Pascal Blended 1/4 augmented (train) | 32 | Feb 26, 2026 |
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| Semantic Segmentation | Pascal Blended augmented (1/8 train) | 32 | Feb 26, 2026 |
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| Semantic Segmentation | OVRSISBench V2 | 31 | Apr 20, 2026 |
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