| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Semantic Segmentation | SemanticPOSS (test) | Person IoU75.5 | 33 | |
| 3D Semantic Segmentation | SemanticPOSS nuScenes source 6 classes (val) | mIoU65.8 | 13 | |
| 3D Semantic Segmentation | SemanticPOSS SemanticKITTI source target 13 classes (val) | mIoU42.9 | 13 | |
| Semantic Segmentation | SemanticPOSS v1.0 (val) | mIoU58.6 | 12 | |
| Semantic Scene Completion | SemanticPOSS (val) | mIoU33.6 | 11 | |
| LiDAR Semantic Segmentation | SemanticPOSS (test) | mIoU53.5 | 8 | |
| LiDAR Semantic Segmentation | SemanticPOSS Full labels | mIoU57.17 | 6 | |
| LiDAR Semantic Segmentation | SemanticPOSS Half labels | mIoU0.536 | 6 | |
| Semantic Segmentation | SemanticPOSS | IoU (People)80 | 6 | |
| Semantic Segmentation | SemanticPOSS | mIoU (0.1% Threshold)41.7 | 5 | |
| 3D Semantic Segmentation | SemanticPOSS (POSS-4^0) | IoU (bike)43.2 | 3 | |
| 3D Semantic Segmentation | SemanticPOSS (POSS-3^3) | IoU (bike)41.17 | 2 | |
| 3D Semantic Segmentation | SemanticPOSS (POSS-3^2) | Bike IoU40.14 | 2 | |
| 3D Semantic Segmentation | SemanticPOSS (POSS-3^1) | IoU (Bike)29.35 | 2 |