Indoor Scene Segmentation on S3DIS (6-fold val)
79.9mIoU (Category)PonderV2
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PonderV2#Params.=41.0M2023.10 | 79.9 | — | |
| StratifiedFormer#Params.=18.8M2023.10 | 78.1 | — | |
| SparseUNet + PPT#Params.=41.0M2023.10 | 78.1 | — | |
| PTv2#Params.=12.8M2023.10 | 77.9 | — | |
| PointNext#Params.=41.6M2023.10 | 77.2 | — | |
| SparseUNet + MSC#Params.=39.2M2023.10 | 77.2 | — | |
| SparseUNet + PC#Params.=39.2M2023.10 | 76.9 | — | |
| PTv1#Params.=11.4M2023.10 | 76.5 | — | |
| CF-SIS2020.12 | 74 | 88 | |
| ODFNet2020.12 | 72.2 | 90.8 | |
| PointSIFT2020.12 | 70.2 | 88.7 | |
| RandLA-Net2020.12 | 70 | 88 | |
| HEPIN2020.12 | 67.8 | 88.2 | |
| ShellNet2020.12 | 66.8 | 87.1 | |
| InterpCNN2019.08 | 66.7 | 88.7 | |
| PointWeb2020.12 | 66.7 | 87.3 | |
| InterpCNN2020.12 | 66.7 | 88.7 | |
| PointCNN2019.08 | 65.4 | 88.1 | |
| PointCNN2020.12 | 65.4 | 88.1 | |
| SparseUNet#Params.=39.2M2023.10 | 65.4 | — | |
| Liu et al.2020.12 | 64.1 | 88.5 | |
| SPGraph2019.08 | 62.1 | 85.5 | |
| Engelmann2020.12 | 58.3 | 84 | |
| RSNet2019.08 | 56.5 | — | |
| DGCNN2019.08 | 56.1 | 84.1 | |
| DGCNN2020.12 | 56.1 | 84.1 | |
| 3DContextNet2020.12 | 55.6 | 84.9 | |
| PointNet++2020.12 | 54.5 | 81 | |
| ShapeContextNet2019.08 | 52.7 | 81.6 | |
| SGPN2019.08 | 50.4 | 80.8 | |
| PointNet2019.08 | 47.6 | 78.5 | |
| PointNet2020.12 | 47.6 | 78.6 |