3D Semantic Segmentation on S3DIS 12 classes (excluding clutter) (6-fold cross validation)
89.4OASparseConv
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SparseConvsupervision=Supervised2025.06 | 89.4 | 78.1 | 69.2 | |
| LogoSPsupervision=Unsupervised2025.06 | 79.2 | 58 | 46.3 | |
| PointNet++supervision=Supervised2025.06 | 77.1 | 74.1 | 55.1 | |
| GrowSPsupervision=Unsupervised2025.06 | 76 | 59.4 | 44.6 | |
| PointNetsupervision=Supervised2025.06 | 75.9 | 67.1 | 49.4 | |
| PointDC-DINOv2supervision=Unsupervised, Features=DINOv22025.06 | 74.4 | 51.5 | 41.3 | |
| PointDCsupervision=Unsupervised2025.06 | 55.7 | 37.7 | 26 | |
| PICIEsupervision=Unsupervised2025.06 | 46.4 | 28.1 | 17.8 | |
| IICsupervision=Unsupervised2025.06 | 32.8 | 14.7 | 8.5 | |
| K-meanssupervision=Unsupervised2025.06 | 20 | 21.5 | 8.8 |