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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 | BDD100K | 105 | Jul 9, 2026 | ||
| Semantic Segmentation | Trans10K v2 (test) | 104 | Feb 26, 2026 | ||
| Semantic Segmentation | ACDC (test) | 103 | Jun 2, 2026 | ||
| Video Semantic Segmentation | Cityscapes (val) | 103 |
| Apr 14, 2026 |
| Semantic Segmentation | Pascal VOC 21 classes (val) | 103 | Feb 26, 2026 |
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| Semantic Segmentation | BDD-100K (val) | 102 | Feb 26, 2026 |
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| Semantic Segmentation | COCO Object (val) | 101 | May 7, 2026 |
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| Semantic Segmentation | S3DIS | 100 | Jul 1, 2026 |
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| Semantic Segmentation | PASCAL 5-shot 5i | 100 | Feb 26, 2026 |
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| Open Vocabulary Semantic Segmentation | Pascal Context PC-59 | 99 | May 12, 2026 |
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| Semantic Segmentation | Cityscapes 1/4 (744 labels) | 99 | Jul 7, 2026 |
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| Semantic Segmentation | NYUDv2 40-class (test) | 99 | Feb 26, 2026 |
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| Semantic Segmentation | GTA5 to Cityscapes 1.0 (val) | 98 | Feb 26, 2026 |
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| Few-shot Semantic Segmentation | COCO 5-shot 20i | 98 | Jun 26, 2026 |
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| Semantic Segmentation | LoveDA | 97 | Apr 20, 2026 |
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| Semantic Segmentation | ADE20K 52 (val) | 96 | May 26, 2026 |
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| Semantic Segmentation | Pascal VOC blended 2012 (train) | 96 | Feb 26, 2026 |
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| Few-Shot Semantic Segmentation | PASCAL-5i | 96 | Feb 26, 2026 |
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| Semantic Segmentation | PC-459 | 94 | Apr 28, 2026 |
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| Semantic Segmentation | GTA5 to {Cityscapes, Mapillary, BDD} (test) | 94 | Feb 26, 2026 |
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| Few-shot Semantic Segmentation | COCO 20i 1-shot | 93 | Jun 26, 2026 |
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| Semantic Segmentation | LoveDA (test) | 92 | Apr 30, 2026 |
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| Semantic Segmentation | COCO Stuff-27 (val) | 92 | May 28, 2026 |
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| Semantic Segmentation | ADE20K | 90 | Jun 15, 2026 |
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| Open Vocabulary Semantic Segmentation | COCO Stuff without background | 90 | May 13, 2026 |
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