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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 | Cityscapes (val) | 22 | Feb 26, 2026 | ||
| 3D Semantic Segmentation | VirtualKITTI to SemanticKITTI target (test) | 22 | Feb 26, 2026 | ||
| 3D Semantic Segmentation | nuScenes-Lidarseg USA to Singapore target (test) | 22 | Feb 26, 2026 | ||
| 3D Semantic Segmentation | A2D2 to SemanticKITTI (target) | 22 | Feb 26, 2026 | ||
| Semantic Segmentation | RETOUCH Spectralis (test) |
| 22 |
| Feb 26, 2026 |
| Semantic Segmentation | Pascal-VOC 2012 (Overlap) | 22 | Feb 26, 2026 |
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| Semantic Segmentation | GTA5 → Cityscapes (test/val) | 22 | Feb 26, 2026 |
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| Semantic Segmentation | RANUS NIR Exterior (val) | 21 | Jun 16, 2026 |
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| Semantic Segmentation | Interior NIR (val) | 21 | Jun 16, 2026 |
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| Semantic Segmentation | ISBI 2012 | 21 | May 8, 2026 |
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| Semantic Segmentation | Urban-scene Domain Generalization Suite Cityscapes to ACDC, Dark Zurich, BDD100K, Mapillary Vistas (test val) | 21 | Mar 26, 2026 |
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| Open-vocabulary semantic segmentation | Pascal VOC 20 With Background | 21 | Mar 25, 2026 |
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| Semantic Segmentation | Nuclei LM Target | 21 | Mar 17, 2026 |
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| Semantic Segmentation | Mito EM (target datasets) | 21 | Mar 17, 2026 |
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| Semantic Segmentation | ScanNet short-sequence | 21 | Mar 17, 2026 |
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| Semantic Segmentation | EarthVLSet (test) | 21 | Feb 26, 2026 |
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| Semantic Segmentation | PASCAL VOC PAS-20 foreground categories (val) | 21 | Feb 26, 2026 |
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| Semantic Segmentation | ADE20K-C | 21 | Feb 26, 2026 |
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| Semantic Segmentation | Pascal-VOC 12 (val) | 21 | Feb 26, 2026 |
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| Semantic Segmentation | iSAID 5i | 21 | Mar 31, 2026 |
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| Semantic Segmentation | ADE20k overlapped setting (100-10 (6 steps)) | 21 | Feb 26, 2026 |
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| Semantic Segmentation | Cityscapes original (1/2 (1488 labeled images)) | 21 | Jul 7, 2026 |
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| Semantic Segmentation | Cityscapes, BDD100K, and Mapillary Aggregate (test) | 21 | Feb 26, 2026 |
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| Semantic Segmentation | Cityscapes (val) | 21 | Feb 26, 2026 |
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| Semantic Segmentation | ImageNet-S300 (val) | 21 | Feb 26, 2026 |
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