3D wireframe reconstruction on Building3D Entry-level
0.45ACOPC2WF
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PC2WFEvaluation source=Tested by Us2023.11 | 0.45 | 0.24 | 0.13 | 0.16 | 0.02 | 0.14 | 0.04 | — | |
| PC2WF2026.04 | 0.422 | 28.5 | 16.3 | 20.7 | 3.1 | 19.1 | 5.3 | 49 | |
| Stratified TransformerFeature extractor status=serves as feature extractor, Evaluation source=Provided by Building3D dataset2023.11 | 0.38 | 0.72 | 0.51 | 0.62 | 0.75 | 0.22 | 0.34 | — | |
| PointNetFeature extractor status=serves as feature extractor, Evaluation source=Provided by Building3D dataset2023.11 | 0.36 | 0.71 | 0.5 | 0.59 | 0.81 | 0.26 | 0.39 | — | |
| RandLA-NetFeature extractor status=serves as feature extractor, Evaluation source=Provided by Building3D dataset2023.11 | 0.35 | 0.7 | 0.6 | 0.65 | 0.67 | 0.16 | 0.25 | — | |
| PointNet++Feature extractor status=serves as feature extractor, Evaluation source=Provided by Building3D dataset2023.11 | 0.34 | 0.79 | 0.52 | 0.63 | 0.84 | 0.33 | 0.47 | — | |
| PAConvFeature extractor status=serves as feature extractor, Evaluation source=Provided by Building3D dataset2023.11 | 0.33 | 0.75 | 0.57 | 0.65 | 0.85 | 0.31 | 0.45 | — | |
| DGCNNFeature extractor status=serves as feature extractor, Evaluation source=Provided by Building3D dataset2023.11 | 0.32 | 0.73 | 0.58 | 0.65 | 0.81 | 0.3 | 0.44 | — | |
| Point2RoofEvaluation source=Provided by Building3D dataset2023.11 | 0.3 | 0.66 | 0.48 | 0.56 | 0.71 | 0.26 | 0.38 | — | |
| Building3D-supervisedEvaluation source=Provided by Building3D dataset2023.11 | 0.26 | 0.89 | 0.66 | 0.76 | 0.91 | 0.46 | 0.61 | — | |
| Building3D (PointNet)2026.04 | 0.239 | 89.1 | 77.8 | 83.1 | 80.7 | 72.7 | 76.5 | 26.2 | |
| Point2Roof2026.04 | 0.238 | 89.5 | 78.1 | 83.4 | 81.4 | 73.4 | 77.2 | 25.7 | |
| PointTransformerFeature Extractor=Point2Roof pipeline2026.04 | 0.233 | 89.7 | 79.4 | 84.2 | 81.5 | 73.8 | 77.5 | 25.9 | |
| PointNeXtFeature Extractor=Point2Roof pipeline2026.04 | 0.231 | 91.2 | 79.9 | 85.2 | 82.7 | 74.5 | 78.4 | 25.5 | |
| PointMLPFeature Extractor=Point2Roof pipeline2026.04 | 0.229 | 89.8 | 79.7 | 84.4 | 81.4 | 74.1 | 77.6 | 25.5 | |
| PointMetaFeature Extractor=Point2Roof pipeline2026.04 | 0.222 | 90.9 | 80.9 | 85.6 | 83 | 75.2 | 78.9 | 25.3 | |
| PBWRTraining dataset=Entry-level data, Evaluation source=Tested by Us2023.11 | 0.22 | 0.97 | 0.85 | 0.91 | 0.91 | 0.82 | 0.86 | — | |
| BWFormer2026.04 | 0.201 | 92.4 | 82.8 | 87.3 | 84.9 | 77.6 | 81.1 | 24.2 | |
| Delaunay Canopy2026.04 | 0.19 | 95.1 | 85.7 | 90.2 | 87.5 | 77.9 | 82.4 | 23 | |
| PBWR-TallinnTraining dataset=Tallinn city data, Evaluation source=Tested by Us2023.11 | 0.18 | 0.99 | 0.87 | 0.93 | 0.96 | 0.84 | 0.9 | — |