Point Cloud Completion on ShapeNet-ViPC Novel categories
2.306MCD (Avg)MAGE
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MAGEGeneralization=Unseen categories2026.06 | 2.306 | 1.009 | 2.441 | 4.272 | 1.503 | 76.4 | 91 | 73.8 | 59.9 | 80.8 | |
| EGIInetGeneralization=Unseen categories2026.06 | 2.354 | 1.047 | 2.513 | 4.282 | 1.575 | 75 | 90.2 | 71.6 | 59.1 | 79.2 | |
| XMFnetGeneralization=Unseen categories2026.06 | 2.671 | 1.278 | 2.806 | 4.823 | 1.779 | 71 | 86.2 | 67.7 | 55.6 | 74.8 | |
| CSDNPoints=2,0482022.08 | 3.656 | 1.834 | 4.115 | 5.69 | 2.985 | — | — | — | — | — | |
| CSDNGeneralization=Unseen categories2026.06 | 3.656 | 1.834 | 4.115 | 5.69 | 2.985 | 63.1 | 79.8 | 59.8 | 48.5 | 64.4 | |
| PointAttNPoints=2,0482022.08 | 3.674 | 2.135 | 3.741 | 5.973 | 2.848 | — | — | — | — | — | |
| PointAttNGeneralization=Unseen categories2026.06 | 3.674 | 2.135 | 3.741 | 5.973 | 2.848 | 60.5 | 76.4 | 59.1 | 42.8 | 63.7 | |
| PoinTrPoints=2,0482022.08 | 3.755 | 1.976 | 4.084 | 5.913 | 3.049 | — | — | — | — | — | |
| PoinTrGeneralization=Unseen categories2026.06 | 3.755 | 1.976 | 4.084 | 5.913 | 3.049 | 61.9 | 79.7 | 59.9 | 45.4 | 62.7 | |
| GRNetPoints=2,0482022.08 | 4.096 | 2.367 | 4.102 | 6.493 | 3.422 | — | — | — | — | — | |
| GRNetGeneralization=Unseen categories2026.06 | 4.096 | 2.367 | 4.102 | 6.493 | 3.422 | 54.8 | 71.1 | 53.7 | 37.6 | 56.9 | |
| ViPCPoints=2,0482022.08 | 4.601 | 3.091 | 4.419 | 7.674 | 3.219 | — | — | — | — | — | |
| ViPCGeneralization=Unseen categories2026.06 | 4.601 | 3.091 | 4.419 | 7.674 | 3.219 | 49.8 | 65.4 | 49.1 | 31.3 | 53.5 | |
| MSNPoints=2,0482022.08 | 4.684 | 2.613 | 4.818 | 8.259 | 3.047 | — | — | — | — | — | |
| MSNGeneralization=Unseen categories2026.06 | 4.684 | 2.613 | 4.818 | 8.259 | 3.047 | 53.3 | 70.6 | 52.7 | 29.1 | 60.7 | |
| PF-NetPoints=2,0482022.08 | 5.011 | 3.684 | 5.304 | 7.663 | 3.392 | — | — | — | — | — | |
| PF-NetGeneralization=Unseen categories2026.06 | 5.011 | 3.683 | 5.304 | 7.663 | 3.392 | 46.8 | 58.4 | 43.3 | 31.9 | 53.4 | |
| SDTPoints=2,0482022.08 | 6.001 | 4.096 | 6.222 | 9.499 | 4.189 | — | — | — | — | — | |
| SDTGeneralization=Unseen categories2026.06 | 6.001 | 4.096 | 6.222 | 9.499 | 4.189 | 32.7 | 47.9 | 26.8 | 19.7 | 36.2 |