Point Cloud Generation on ShapeNetPart Chair (test)
51.61-NNA (Chamfer Distance)Quartet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| QuartetPA (Part Awareness)=true, SA (Symmetry Awareness)=true2026.01 | 51.6 | 53.7 | 28.9 | 2.86 | |
| Training set2026.01 | 51.7 | 50 | 5.56 | 1.68 | |
| FrePoladPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 51.9 | 50.3 | 252 | 50.9 | |
| DiT-3DPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 52.5 | 53.1 | 235 | 49 | |
| LIONPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 53.4 | 51.1 | 201 | 55.2 | |
| PVDPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 54.6 | 53.8 | 275 | 58.4 | |
| SALADPA (Part Awareness)=true, SA (Symmetry Awareness)=false2026.01 | 57.8 | 58.4 | 308 | 52.6 | |
| PointFlowPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 58.1 | 56.3 | 7,290 | 530 | |
| SetVAEPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 59.9 | 59.9 | 5,320 | 673 | |
| ShapeGFPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 61.8 | 57.2 | 1,100 | 101 | |
| DPF-NetPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 62.4 | 54.5 | 5,234 | 245 | |
| DPCPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 68.9 | 80 | 335 | 50.6 | |
| SPAGHETTIPA (Part Awareness)=true, SA (Symmetry Awareness)=false2026.01 | 70.7 | 69 | 5,930 | 582 |