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SOTA2 Research · tasks
Explore the problems researchers are working on and the benchmarks used to measure progress.
| Task Name | Domain | Benchmarks | Papers | Last Update |
|---|---|---|---|---|
| Fine-grained Semantic Segmentation | 5 | 4 | Jun 16, 2026 | |
| Multimodal Semantic Segmentation | 5 | 2 | Apr 6, 2026 | |
| Future Semantic Segmentation | 4 | 3 | Feb 20, 2026 | |
| Promptable 3D semantic segmentation | 4 | 1 | Mar 4, 2026 | |
| Bird's-eye view semantic segmentation | 4 | 3 | Jun 23, 2026 | |
| Interactive Semantic Segmentation | 4 | 2 | Apr 9, 2026 | |
| Top-view semantic segmentation | 4 | 1 | Feb 18, 2026 | |
| Cross-Domain Few-Shot Semantic Segmentation | 4 | 1 | May 15, 2026 | |
| 4D semantic segmentation |
| 4 |
| 6 |
| Jun 24, 2026 |
| Part Semantic Segmentation | 3 | 1 | Feb 18, 2026 |
|---|
| Few-shot 3D Semantic Segmentation | 3 | 2 | Jul 1, 2026 |
|---|
| Nuclei Semantic Segmentation | 3 | 1 | Feb 18, 2026 |
|---|
| 3D Open-vocabulary Semantic Segmentation | 3 | 3 | May 29, 2026 |
|---|
| 2D-rendered semantic segmentation | 3 | 1 | Mar 5, 2026 |
|---|
| Zero-shot Semantic Segmentation | 3 | 2 | Feb 18, 2026 |
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| Semantic Segmentation Propagation | 3 | 2 | Feb 18, 2026 |
|---|
| 1-way Few-shot Semantic Segmentation | 3 | 2 | Feb 18, 2026 |
|---|
| Few-shot 3D Point Cloud Semantic Segmentation | 3 | 4 | May 18, 2026 |
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| Open-set Point Cloud Semantic Segmentation | 2 | 1 | May 13, 2026 |
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| 3D Open-set Semantic Segmentation | 2 | 1 | Mar 5, 2026 |
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| Annotation-free closed-set semantic segmentation | 2 | 1 | Apr 3, 2026 |
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| Scene Sketch Semantic Segmentation | 2 | 1 | Jun 11, 2026 |
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| Hierarchical Semantic Segmentation | 2 | 1 | Feb 18, 2026 |
|---|
| Cell Semantic Segmentation | 2 | 1 | Jun 23, 2026 |
|---|
| Language-grounded 3D semantic segmentation | 2 | 1 | Feb 19, 2026 |
|---|