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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 | ADE20k overlapped setting (100-10 (6 steps)) | 21 | Feb 26, 2026 | ||
| Semantic Image Editing | ADE20K-Room | 21 | Feb 26, 2026 | ||
| Instance Segmentation | ADE20K (val) | 21 | Feb 27, 2026 | ||
| Semantic Segmentation | ADE20K (fine-tuning) | 20 | Mar 18, 2026 | ||
| Open-vocabulary semantic segmentation | ADE20K-847 (test) |
| 20 |
| Feb 26, 2026 |
| Semantic Segmentation | ADE20K 15 (val) | 20 | Feb 26, 2026 |
|---|
| Semantic Image Synthesis | ADE20K (test) | 20 | Feb 26, 2026 |
|---|
| Open-vocabulary semantic segmentation | ADE20K (val) | 19 | Jul 7, 2026 |
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| Instance Segmentation | ADE20K | 19 | Mar 5, 2026 |
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| Panoptic Segmentation | ADE20K 150 (val) | 18 | May 19, 2026 |
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| Open-Vocabulary Semantic Segmentation | ADE20K 847 (val) | 17 | Mar 23, 2026 |
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| Semantic Segmentation | ADE20K degraded (val) | 17 | Feb 26, 2026 |
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| Class Incremental Semantic Segmentation | ADE20K 100-50 (2 steps) | 17 | Feb 26, 2026 |
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| Semantic Segmentation | ADE20K | 16 | Jul 7, 2026 |
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| Semantic Segmentation | Pascal Context, Pascal VOC, Pascal Stuff, ADE20K, and Cityscapes Average (val) | 16 | Apr 13, 2026 |
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| Open-vocabulary semantic segmentation | ADE20K 150 | 15 | May 26, 2026 |
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| Semantic Segmentation | ADE20K (train) | 15 | Mar 17, 2026 |
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| Promptable Segmentation | ADE20K (test) | 15 | Feb 26, 2026 |
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| Promptable Segmentation | ADE20K | 15 | Feb 26, 2026 |
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| Semantic Segmentation | ADE20K 100-10 (6) | 15 | Feb 26, 2026 |
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| Semantic Segmentation | ADE20K 70 (val) | 15 | Jul 2, 2026 |
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| Semantic Segmentation | ADE20K open-vocabulary | 15 | Feb 26, 2026 |
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| Semantic Segmentation | ADE20K 50-50 scenario | 15 | Feb 26, 2026 |
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| Semantic Segmentation | ADE20K | 14 | May 25, 2026 |
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| Semantic Segmentation | ADE20K 50-50 | 14 | Feb 26, 2026 |
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