Loading the SOTA2 catalog…
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 |
|---|---|---|---|---|---|
| Few-shot Semantic Segmentation | Average Deepglobe, ISIC, Chest X-Ray, FSS-1000 | 57 | Jun 24, 2026 | ||
| Open-Vocabulary Semantic Segmentation | PASCAL Context 59 (val) | 57 | Jul 7, 2026 | ||
| Semantic Segmentation | PASCAL 1-shot 5i | 57 | Feb 26, 2026 | ||
| Semantic Segmentation | RUGD (test) | 56 | May 28, 2026 | ||
| Semantic Segmentation | Hunan (test) | 56 | Apr 20, 2026 |
| Semantic Segmentation | DSTL (test) | 56 | Apr 20, 2026 |
|---|
| Few-shot 3D Point Cloud Semantic Segmentation | S3DIS v1.2 (Area-5) | 56 | May 18, 2026 |
|---|
| Open-Vocabulary Semantic Segmentation | Cityscapes (val) | 56 | Jul 7, 2026 |
|---|
| LiDAR Semantic Segmentation | Place3D (Clean) | 56 | Feb 26, 2026 |
|---|
| 3D Semantic Segmentation | nuScenes (test) | 56 | May 11, 2026 |
|---|
| Semantic Segmentation | ADE20K 83 (val) | 56 | Feb 26, 2026 |
|---|
| Semantic Segmentation | Cityscapes-C (val) | 56 | Feb 26, 2026 |
|---|
| Semantic Segmentation | Foggy Driving (FD) (test) | 56 | Feb 26, 2026 |
|---|
| Semantic Segmentation | NYU Depth V2 | 56 | Jun 4, 2026 |
|---|
| Video Semantic Segmentation | VSPW | 55 | Apr 21, 2026 |
|---|
| 3D Semantic Segmentation | 3D-OVS | 55 | Jul 3, 2026 |
|---|
| Semantic Segmentation | ACDC (Night) | 55 | Jun 2, 2026 |
|---|
| BEV Semantic Segmentation | nuScenes (val) | 55 | May 26, 2026 |
|---|
| Semantic Segmentation | GTA to Cityscapes (val) | 55 | Mar 17, 2026 |
|---|
| 3D Semantic Segmentation | nuScenes (val) | 55 | May 12, 2026 |
|---|
| Semantic Segmentation | DSAD (test) | 54 | Feb 26, 2026 |
|---|
| Semantic Segmentation | CaDIS (test) | 54 | Feb 26, 2026 |
|---|
| Semantic Segmentation | ADE20k (100-5) | 54 | Feb 26, 2026 |
|---|
| Semantic Segmentation | PASCAL-Context 60 classes (test) | 54 | Feb 26, 2026 |
|---|
| Semantic Segmentation | Pascal VOC 1/16 labeled 2012 (train) | 53 | Feb 26, 2026 |
|---|