Point Cloud Completion on ShapeNet-ViPC original (test)
1.094Average Metric ValueMAGE
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MAGE2026.06 | 1.094 | 0.526 | 1.615 | 1.58 | 1.083 | 0.692 | 1.391 | 1.122 | 0.743 | |
| EGIInet2026.06 | 1.211 | 0.534 | 1.921 | 1.655 | 1.204 | 0.776 | 1.552 | 1.227 | 0.802 | |
| XMFnet2026.06 | 1.443 | 0.572 | 1.98 | 1.754 | 1.403 | 1.81 | 1.702 | 1.386 | 0.945 | |
| CSDN2026.06 | 2.57 | 1.251 | 3.67 | 2.977 | 2.835 | 2.554 | 3.24 | 2.575 | 1.742 | |
| PoinTr2026.06 | 2.851 | 1.686 | 4.001 | 3.203 | 3.111 | 2.928 | 3.507 | 2.845 | 1.737 | |
| PointAttN2026.06 | 2.853 | 1.613 | 3.969 | 3.257 | 3.157 | 3.058 | 3.406 | 2.787 | 1.872 | |
| SeedFormer2026.06 | 2.902 | 1.716 | 4.049 | 3.392 | 3.151 | 3.226 | 3.603 | 2.803 | 1.679 | |
| GRNet2026.06 | 3.171 | 1.916 | 4.468 | 3.915 | 3.402 | 3.034 | 3.872 | 3.071 | 2.16 | |
| ViPC2026.06 | 3.308 | 1.76 | 4.558 | 3.183 | 2.476 | 2.867 | 4.481 | 4.99 | 2.197 | |
| MSN2026.06 | 3.793 | 2.038 | 5.06 | 4.322 | 4.135 | 4.247 | 4.183 | 3.976 | 2.379 | |
| PF-Net2026.06 | 3.873 | 2.515 | 4.453 | 3.602 | 4.478 | 5.185 | 4.113 | 3.838 | 2.871 | |
| SDT2026.06 | 4.246 | 3.166 | 4.807 | 3.607 | 5.056 | 6.101 | 4.525 | 3.995 | 2.856 | |
| TopNet2026.06 | 4.976 | 3.71 | 5.629 | 4.53 | 6.391 | 5.547 | 5.281 | 5.381 | 3.35 | |
| PCN2026.06 | 5.619 | 4.246 | 6.409 | 4.84 | 7.441 | 6.331 | 5.668 | 6.508 | 3.51 | |
| AtlasNet2026.06 | 6.062 | 5.032 | 6.414 | 4.868 | 8.161 | 7.182 | 6.023 | 6.561 | 4.261 | |
| FoldingNet2026.06 | 6.271 | 5.242 | 6.958 | 5.307 | 8.823 | 6.504 | 6.368 | 7.08 | 3.882 |