Point Cloud Generation on ShapeNetPart Car (test)
72.31-NNA (CD)SPAGHETTI
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SPAGHETTIPA (Part Awareness)=true, SA (Symmetry Awareness)=false2026.01 | 72.3 | 71 | 581 | 284 | |
| PointFlowPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 62.8 | 60.6 | 679 | 347 | |
| DPF-NetPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 62 | 58.5 | 827 | 452 | |
| DPCPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 60.1 | 74.8 | 217 | 30.3 | |
| SALADPA (Part Awareness)=true, SA (Symmetry Awareness)=false2026.01 | 59.2 | 57.2 | 236 | 29.4 | |
| SetVAEPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 58.8 | 60.6 | 1,240 | 327 | |
| ShapeGFPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 58 | 61.3 | 645 | 40.9 | |
| PVDPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 56.3 | 53.3 | 213 | 31.2 | |
| LIONPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 53.7 | 52.3 | 168 | 30.8 | |
| DiT-3DPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 52.7 | 50.2 | 206 | 327 | |
| FrePoladPA (Part Awareness)=false, SA (Symmetry Awareness)=false2026.01 | 52.4 | 53.2 | 173 | 29.6 | |
| Training set2026.01 | 51.3 | 54.8 | 7.49 | 1.18 | |
| QuartetPA (Part Awareness)=true, SA (Symmetry Awareness)=true2026.01 | 50.1 | 51.8 | 25.7 | 2.28 |