Point Cloud Generation on ShapeNetPart Airplane (test)
63.31-NNA (CD)Quartet
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| QuartetPA (Part Awareness)=true, SA (Symmetry Awareness)=true2026.01 | 63.3 | 59.7 | 25.7 | 1.87 | |
| Training set2026.01 | 64.4 | 64.1 | 0.954 | 4.9 | |
| DiT-3DPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 64.7 | 60.3 | 105 | 42.4 | |
| FrePoladPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 65.3 | 62.1 | 94.1 | 38.1 | |
| LIONPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 67.4 | 61.2 | 97.2 | 40.6 | |
| PVDPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 73.8 | 64.8 | 150 | 42 | |
| SALADPA (Part Awareness)=true, SA (Symmetry Awareness)=false2026.01 | 73.9 | 71.1 | 198 | 45.1 | |
| DPF-NetPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 75.2 | 65.6 | 4,256 | 245 | |
| PointFlowPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 75.7 | 70.7 | 3,410 | 782 | |
| DPCPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 76.4 | 86.9 | 187 | 44.2 | |
| SetVAEPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 76.5 | 67.7 | 2,830 | 824 | |
| SPAGHETTIPA (Part Awareness)=true, SA (Symmetry Awareness)=false2026.01 | 78.2 | 77 | 1,530 | 529 | |
| ShapeGFPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 81.2 | 80.9 | 332 | 98.6 |