Instance Segmentation on S3DIS Area-5 (val)
72mAP50OneFormer3D
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| OneFormer3D2023.11 | 72 | 58.7 | 79.7 | 73 | |
| Mask3D2023.11 | 71.9 | 57.8 | 74.3 | 63.7 | |
| SPFormer2023.11 | 66.8 | — | 72.8 | 67.1 | |
| PBNet2023.11 | 66.4 | 53.5 | 74.9 | 65.4 | |
| SoftGroup2023.11 | 66.1 | 51.6 | 73.6 | 66.6 | |
| TD3D2023.11 | 65.1 | 48.6 | 74.4 | 64.8 | |
| SSTNet2023.11 | 59.3 | 42.7 | 65.5 | 64.2 | |
| SR-UNetBackbone=SR-UNet, Evaluation Protocol=Supervised2025.04 | 59.3 | — | — | — | |
| HUNetBackbone=HUNet, Evaluation Protocol=Supervised2025.04 | 58.4 | — | — | — | |
| PointGroup2023.11 | 57.8 | — | 61.9 | 62.1 | |
| Masked Scene ModelingBackbone=HUNet, Evaluation Protocol=Linear2025.04 | 23.2 | — | — | — | |
| MSCBackbone=HUNet, Evaluation Protocol=Linear2025.04 | 18.2 | — | — | — | |
| MSCBackbone=SR-UNet, Evaluation Protocol=Linear2025.04 | 16.6 | — | — | — | |
| OESSLBackbone=SR-UNet, Evaluation Protocol=Linear2025.04 | 16.5 | — | — | — | |
| CSCBackbone=SR-UNet, Evaluation Protocol=Linear2025.04 | 14.8 | — | — | — | |
| MM3DBackbone=PT, Evaluation Protocol=Linear2025.04 | 7.7 | — | — | — | |
| DKNet2023.11 | — | — | 70.8 | 65.3 | |
| DyCo3D2023.11 | — | — | 64.3 | 64.2 | |
| HAIS2023.11 | — | — | 71.1 | 65 |