Part Segmentation on ShapeNetPart 51 (test)
56.9mIoUPatchAlign3D
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PatchAlign3DPipeline=Feed-forward, Data Type=Point-cloud, Zero-shot=true2026.01 | 56.9 | 53.1 | 51.7 | 51.1 | 65.8 | 32.5 | 65.3 | 66.7 | 49.5 | 63.6 | 52 | 61.1 | 23 | 69.3 | 37.1 | 37.7 | 62.3 | 60.8 | |
| SATRPipeline=Rendering, Data Type=Mesh, Zero-shot=true2026.01 | 32.8 | 31.9 | 38.5 | 44.6 | 24 | 19.6 | 33.2 | 16.9 | 40.2 | 45.9 | 30.2 | 37.8 | 15.7 | 52.3 | 20.9 | 28.4 | 30.8 | 31.4 | |
| COPSPipeline=Rendering, Data Type=Point-cloud, Zero-shot=true2026.01 | 25.6 | 32.2 | 13.8 | 31 | 46.1 | 10.4 | 23.2 | 44.2 | 40.2 | 60.1 | 42.1 | 63.3 | 7.6 | 39 | 32.3 | 17.2 | 25.8 | 19.6 | |
| Find3DPipeline=Feed-forward, Data Type=Point-cloud, Zero-shot=true2026.01 | 23.3 | 23.9 | 15.6 | 10.7 | 13.9 | 13.2 | 27.2 | 50.9 | 22.7 | 31.5 | 27.1 | 31.1 | 14.1 | 10.5 | 13.5 | 26.4 | 51.9 | 22.8 | |
| PointCLIPv2Pipeline=Rendering, Data Type=Point-cloud, Zero-shot=true2026.01 | 16.1 | 21 | 5.98 | 16.4 | 34.5 | 17.1 | 15.8 | 41.6 | 19.9 | 45.4 | 36.5 | 30.6 | 2.5 | 24.7 | 22.6 | 10.4 | 16.2 | 10.9 | |
| 3DHPipeline=Rendering, Data Type=Mesh, Zero-shot=true2026.01 | 9.6 | 5.7 | 5.8 | 2.1 | 2.9 | 2.9 | 15.5 | 9.6 | 0.9 | 1.6 | 13.2 | 1.8 | 5.6 | 0.7 | 1.4 | 10.4 | 6.4 | 10.8 |