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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 |
|---|---|---|---|---|
| Semantic segmentation | 2,343 | 2,085 | Jul 9, 2026 | |
| 3D Semantic Segmentation | 166 | 151 | Jul 7, 2026 | |
| Open Vocabulary Semantic Segmentation | 116 | 47 | Jul 7, 2026 | |
| LiDAR Semantic Segmentation | 59 | 40 | Jul 7, 2026 | |
| Few-shot Semantic Segmentation | 38 | 53 | Jul 1, 2026 | |
| Video Semantic Segmentation | 34 | 25 | Jun 9, 2026 | |
| Unsupervised Semantic Segmentation | 28 | 14 | Apr 2, 2026 | |
| Open-Vocabulary 3D Semantic Segmentation | 22 | 11 | Jun 30, 2026 | |
| Continual Semantic Segmentation |
| 20 |
| 12 |
| May 27, 2026 |
| Point Cloud Semantic Segmentation | 17 | 10 | Jun 26, 2026 |
|---|
| Weakly supervised semantic segmentation | 17 | 24 | Jul 7, 2026 |
|---|
| Class-Incremental Semantic Segmentation | 15 | 5 | Apr 6, 2026 |
|---|
| Generalized Few-Shot Semantic Segmentation | 13 | 6 | Jun 9, 2026 |
|---|
| BEV Semantic Segmentation | 12 | 10 | May 26, 2026 |
|---|
| 2D Semantic Segmentation | 11 | 8 | Mar 10, 2026 |
|---|
| Incremental Semantic Segmentation | 9 | 5 | Jun 4, 2026 |
|---|
| 3D Point Cloud Semantic Segmentation | 8 | 6 | Jul 1, 2026 |
|---|
| Indoor Semantic Segmentation | 7 | 5 | Apr 23, 2026 |
|---|
| Audio-Visual Semantic Segmentation | 7 | 8 | May 12, 2026 |
|---|
| Unsupervised open-vocabulary semantic segmentation | 7 | 1 | Feb 18, 2026 |
|---|
| Organ-level semantic segmentation | 7 | 1 | Mar 31, 2026 |
|---|
| 2-way Few-Shot Semantic Segmentation | 6 | 2 | Feb 18, 2026 |
|---|
| Hyperspectral Semantic Segmentation | 6 | 2 | May 19, 2026 |
|---|
| Open-Set Semantic Segmentation | 6 | 2 | Feb 24, 2026 |
|---|
| Panoramic Semantic Segmentation | 6 | 4 | Mar 27, 2026 |
|---|