Point Cloud Completion on ShapeNet-21 (Unseen)
54.1F@1%PointSea
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PointSea2025.12 | 54.1 | 0.5 | 0.88 | 1.92 | 1.1 | — | — | — | — | — | — | — | — | |
| AnchorFormer2025.12 | 53.5 | 0.52 | 0.9 | 2.16 | 1.19 | — | — | — | — | — | — | — | — | |
| ECG2024.04 | 46 | — | — | — | — | 15.283 | 1.255 | 17.596 | 1.759 | 23.534 | 3.267 | 18.804 | 2.094 | |
| PoinTr2024.04 | 42.1 | — | — | — | — | 13.289 | 0.838 | 15.521 | 1.376 | 21.881 | 3.07 | 16.897 | 1.761 | |
| PointCFormer2025.12 | 42 | 0.53 | 0.88 | 1.97 | 1.12 | — | — | — | — | — | — | — | — | |
| AdaPoinTr2025.12 | 41.6 | 0.61 | 0.96 | 2.11 | 1.23 | — | — | — | — | — | — | — | — | |
| ODGNet2025.12 | 41.5 | 0.59 | 1.01 | 2.26 | 1.29 | — | — | — | — | — | — | — | — | |
| Ours2025.12 | 41.5 | 0.45 | 0.8 | 1.91 | 1.05 | — | — | — | — | — | — | — | — | |
| CRA-PCN2025.12 | 41.2 | 0.55 | 0.97 | 2.19 | 1.24 | — | — | — | — | — | — | — | — | |
| SeedFormer2025.12 | 40.2 | 0.61 | 1.07 | 2.35 | 1.34 | — | — | — | — | — | — | — | — | |
| CRA-PCN2024.04 | 39.8 | — | — | — | — | 14.431 | 0.835 | 16.245 | 1.448 | 20.117 | 2.801 | 16.931 | 1.695 | |
| SnowFlake2025.12 | 38.8 | 0.88 | 1.46 | 2.92 | 1.75 | — | — | — | — | — | — | — | — | |
| MMDR2024.04 | 33.4 | — | — | — | — | 12.377 | 0.806 | 14.598 | 1.31 | 19.975 | 2.758 | 15.65 | 1.625 | |
| SnowflakeNet2024.04 | 32.4 | — | — | — | — | 15.639 | 1.055 | 18.157 | 1.558 | 24.338 | 3.151 | 19.378 | 1.921 | |
| AnchorFormer2024.04 | 28.9 | — | — | — | — | 16.017 | 1.097 | 17.543 | 1.582 | 21.811 | 2.887 | 18.457 | 1.855 | |
| 3DMambaComplete2024.04 | 28.1 | — | — | — | — | 14.56 | 0.859 | 21.173 | 2.99 | 16.225 | 1.343 | 17.319 | 1.731 | |
| GRNet2025.12 | 21.6 | 1.85 | 2.25 | 4.87 | 2.99 | — | — | — | — | — | — | — | — | |
| ASFM-Net2024.04 | 21.6 | — | — | — | — | 21.591 | 1.995 | 23.007 | 2.342 | 27.629 | 3.66 | 24.076 | 2.666 | |
| GRNet2024.04 | 20.8 | — | — | — | — | 21.247 | 1.554 | 23.757 | 2.287 | 29.426 | 4.169 | 24.81 | 2.67 | |
| CRN2024.04 | 17.7 | — | — | — | — | 24.247 | 2.237 | 26.076 | 2.84 | 31.771 | 4.833 | 27.365 | 3.303 | |
| ProxyFormer2024.04 | 13.9 | — | — | — | — | 26.954 | 3.065 | 28.313 | 3.516 | 33.716 | 5.53 | 29.66 | 4.037 | |
| PCN2024.04 | 12.8 | — | — | — | — | 27.593 | 2.983 | 28.988 | 3.442 | 34.598 | 5.558 | 30.393 | 3.994 | |
| TopNet2025.12 | 12.1 | 2.62 | 2.43 | 5.44 | 3.5 | — | — | — | — | — | — | — | — | |
| TopNet2024.04 | 10.3 | — | — | — | — | 26.775 | 2.499 | 28.312 | 2.928 | 33.121 | 4.407 | 29.403 | 3.278 | |
| PCN2025.12 | 10.1 | 3.17 | 3.08 | 5.29 | 3.85 | — | — | — | — | — | — | — | — | |
| FoldingNet2025.12 | 9.5 | 2.76 | 2.74 | 5.36 | 3.62 | — | — | — | — | — | — | — | — | |
| FoldingNet2024.04 | 8.8 | — | — | — | — | 28.356 | 2.887 | 29.832 | 3.29 | 35.356 | 4.968 | 31.181 | 3.715 |