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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 |
|---|---|---|---|---|---|
| Panoptic Segmentation | ADE20K 150 59 (val) | 35 | Feb 26, 2026 | ||
| Semantic Segmentation | ADE20K 150 classes (val) | 35 | Feb 27, 2026 | ||
| Semantic Segmentation | RAW ADE20K Low-light (LOW) | 34 | May 11, 2026 | ||
| Semantic Segmentation | RAW ADE20K (Over-exposure (OE)) | 32 | May 11, 2026 | ||
| Semantic Segmentation | ADE20K RAW Normal (NM) | 32 | May 11, 2026 | ||
| Class Incremental Panoptic Segmentation |
|---|
| ADE20K (val) |
| 32 |
| Feb 26, 2026 |
| Semantic Segmentation | ADE20K 847 categories (val) | 31 | Feb 26, 2026 |
|---|
| Instance Segmentation | ADE20K 150 59 (val) | 30 | Feb 26, 2026 |
|---|
| Semantic Segmentation | ADE20K-150 (test) | 29 | Feb 26, 2026 |
|---|
| Continual Semantic Segmentation | ADE20k 100-50 (2 tasks) (val) | 28 | Feb 26, 2026 |
|---|
| Open-Vocabulary Segmentation | ADE20K | 28 | Jun 23, 2026 |
|---|
| Semantic Segmentation | ADE20K 164K (val) | 27 | Feb 26, 2026 |
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| Semantic Segmentation | ADE20k 92 (val) | 26 | Jun 15, 2026 |
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| Semantic Segmentation | ADE20K | 26 | Jun 23, 2026 |
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| Open-Vocabulary Segmentation | ADE20K (ADE) (val) | 25 | Feb 26, 2026 |
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| Continual Semantic Segmentation | ADE20k 50-50 (3 tasks) (val) | 25 | Feb 26, 2026 |
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| Semantic Segmentation | ADE20k 512 x 512 | 24 | Jun 4, 2026 |
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| Neuron Explanation Analysis | ADE20K | 24 | Feb 26, 2026 |
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| Continual Semantic Segmentation | ADE20k 100-10 (6 tasks) (val) | 24 | Feb 26, 2026 |
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| Part Segmentation | ADE20K Part-234 | 24 | Mar 19, 2026 |
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| Open-vocabulary semantic segmentation | ADE20K A-847 | 23 | May 26, 2026 |
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| Open-vocabulary semantic segmentation | ADE20K 150 (test) | 22 | Feb 26, 2026 |
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| Semantic Segmentation | ADE20K 2017 (val) | 22 | Feb 26, 2026 |
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| Instance Segmentation | ADE20K 10% labeled data (val) | 22 | Apr 7, 2026 |
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| Semantic Segmentation | ADE20K-C | 21 | Feb 26, 2026 |
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