| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Semantic Segmentation | SemanticKITTI (test) | mIoU75.5 | 335 | |
| LiDAR Semantic Segmentation | SemanticKITTI (test) | mIoU76.5 | 125 | |
| Semantic Segmentation | SemanticKITTI (val) | mIoU74.2 | 117 | |
| LiDAR Semantic Segmentation | SemanticKITTI (val) | mIoU72.7 | 87 | |
| Semantic Scene Completion | SemanticKITTI (val) | mIoU (Mean IoU)27.003 | 84 | |
| Semantic Segmentation | SemanticKITTI v1.0 (test) | mIoU75.5 | 71 | |
| LiDAR Semantic Segmentation | SemanticKITTI 1.0 (test) | mIoU72.9 | 59 | |
| 3D Semantic Segmentation | SemanticKITTI (val) | mIoU67.5 | 54 | |
| Semantic Scene Completion | SemanticKITTI official (test) | mIoU57.7 | 50 | |
| Semantic Scene Completion | SemanticKITTI (test) | Overall IoU57.7 | 48 | |
| LiDAR-based Panoptic Segmentation | SemanticKITTI (test) | PQ67.2 | 47 | |
| Semantic Segmentation | SemanticKITTI single-scan | mIoU70.3 | 46 | |
| Semantic Segmentation | SemanticKITTI single-scan (test) | mIoU75.6 | 45 | |
| LiDAR Semantic Segmentation | SemanticKITTI sequences 11 to 21 (test) | Car IoU94.2 | 35 | |
| 4D Panoptic Segmentation | SemanticKITTI (val) | LSTQ71.4 | 35 | |
| LiDAR Panoptic Segmentation | SemanticKITTI (val) | PQ64.4 | 35 | |
| Semantic Occupancy Prediction | SemanticKITTI (test) | mIoU25.2 | 32 | |
| LiDAR Semantic Segmentation | SemanticKITTI (train) | mIoU64.8 | 30 | |
| 4D Panoptic Segmentation | SemanticKITTI (test) | LSTQ68.4 | 27 | |
| Scene Completion | SemanticKITTI official (test) | mIoU58.8 | 24 | |
| Semantic Scene Completion | SemanticKITTI 1.0 (test) | mIoU29.5 | 23 | |
| Semantic Scene Completion | SemanticKITTI hidden (test) | SSC mIoU0.1663 | 23 | |
| LiDAR panoptic segmentation | SemanticKITTI (val) | Scls67.5 | 22 | |
| 4D Panoptic LiDAR Segmentation | SemanticKITTI (test) | LSTQ70.3 | 22 | |
| Semantic Segmentation | semanticKITTI SynLiDAR source (val) | mIoU (Mean IoU)43.1 | 21 |