Point Cloud Completion on ShapeNet seen categories
0.0055Airplane ErrorPCN-CD
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| PCN-CDloss_variant=Chamfer Distance (CD)2018.08 | 0.0055 | 0.0096 | 0.0106 | 0.0087 | 0.011 | 0.0113 | 0.0117 | 0.0086 | 0.0097 | — | |
| FC2018.08 | 0.0057 | 0.0098 | 0.011 | 0.0088 | 0.011 | 0.0111 | 0.0118 | 0.0093 | 0.0097 | — | |
| PCN-EMDloss_variant=Earth Mover's Distance (EMD)2018.08 | 0.0058 | 0.01 | 0.0107 | 0.0091 | 0.0116 | 0.012 | 0.0122 | 0.009 | 0.0098 | — | |
| Folding2018.08 | 0.006 | 0.0101 | 0.0108 | 0.0093 | 0.0112 | 0.0122 | 0.0116 | 0.0095 | 0.01 | — | |
| PN22018.08 | 0.0103 | 0.014 | 0.0147 | 0.0122 | 0.0158 | 0.0176 | 0.0162 | 0.0117 | 0.0135 | — | |
| 3D-EPN2018.08 | 0.0132 | 0.0201 | 0.0218 | 0.0203 | 0.0188 | 0.0257 | 0.0211 | 0.0217 | 0.0185 | — | |
| PCN-EMDLoss Function=Earth Mover's Distance2018.08 | 0.0388 | 0.064 | 0.0707 | 0.055 | 0.0681 | 0.0846 | 0.0724 | 0.0601 | 0.0627 | — | |
| PCN-CDLoss Function=Chamfer Distance2018.08 | 0.0466 | 0.0871 | 0.0977 | 0.0572 | 0.0868 | 0.1695 | 0.0834 | 0.0808 | 0.0751 | — | |
| PN22018.08 | 0.0596 | 0.1014 | 0.1162 | 0.0669 | 0.1106 | 0.1858 | 0.1026 | 0.0861 | 0.0838 | — | |
| 3D-EPN2018.08 | 0.062 | 0.0818 | 0.0776 | 0.087 | 0.0768 | 0.1073 | 0.0808 | 0.081 | 0.0817 | — | |
| FC2018.08 | 0.0736 | 0.1713 | 0.2147 | 0.1573 | 0.1897 | 0.2405 | 0.1915 | 0.1611 | 0.1418 | — | |
| Folding2018.08 | 0.1564 | 0.228 | 0.2213 | 0.1746 | 0.2974 | 0.32 | 0.2457 | 0.1899 | 0.2188 | — | |
| FSCNumber of input points=642024.03 | 3.47 | — | 8.93 | 6.7 | 10.12 | 10.31 | 10.83 | 7.61 | 7.63 | 7.89 | |
| FSCInput points=20482024.03 | 4.07 | — | 9.12 | 8.1 | 7.21 | 5.88 | 9.3 | 6.26 | 6.25 | 7.02 | |
| SnowFlakeInput points=20482024.03 | 4.29 | — | 9.16 | 8.08 | 7.89 | 6.07 | 9.23 | 6.55 | 6.4 | 7.21 | |
| PoinTrInput points=20482024.03 | 4.75 | — | 10.47 | 8.68 | 9.39 | 7.75 | 10.93 | 7.78 | 7.29 | 8.38 | |
| NSFAInput points=20482024.03 | 4.76 | — | 10.18 | 8.63 | 8.53 | 7.03 | 10.53 | 7.35 | 7.48 | 8.06 | |
| SCRNInput points=20482024.03 | 4.8 | — | 9.94 | 9.31 | 8.78 | 8.66 | 9.74 | 7.2 | 7.91 | 8.29 | |
| PCNInput points=20482024.03 | 5.5 | — | 10.63 | 8.7 | 11 | 11.34 | 11.68 | 8.59 | 9.67 | 9.64 | |
| PMP-NetInput points=20482024.03 | 5.5 | — | 11.1 | 9.62 | 9.47 | 6.89 | 10.74 | 8.77 | 7.19 | 8.66 | |
| MSNInput points=20482024.03 | 5.6 | — | 11.9 | 10.3 | 10.2 | 10.7 | 11.6 | 9.6 | 9.9 | 10 | |
| TopNetInput points=20482024.03 | 6.24 | — | 11.63 | 9.83 | 11.5 | 9.37 | 12.35 | 9.36 | 8.85 | 9.89 | |
| AtlasNetInput points=20482024.03 | 6.37 | — | 11.94 | 10.1 | 12.06 | 12.37 | 12.99 | 10.33 | 10.61 | 10.85 | |
| CRNInput points=20482024.03 | 6.44 | — | 15.09 | 13.75 | 12.37 | 11.38 | 14.7 | 11.78 | 10.33 | 11.98 | |
| GRNetInput points=20482024.03 | 6.45 | — | 10.37 | 9.45 | 9.41 | 7.96 | 10.51 | 8.44 | 8.04 | 8.83 | |
| SVDFormerNumber of input points=642024.03 | 7.21 | — | 13.86 | 11 | 13.15 | 10.02 | 13.9 | 10.64 | 10.02 | 11.22 | |
| SeedFormerNumber of input points=642024.03 | 8.56 | — | 16.14 | 11.38 | 14.25 | 10.11 | 17.5 | 11.5 | 9.62 | 12.38 | |
| FoldingNetInput points=20482024.03 | 9.49 | — | 15.8 | 12.61 | 15.55 | 16.41 | 15.97 | 13.65 | 14.99 | 14.31 | |
| PoinTrNumber of input points=642024.03 | 10.53 | — | 15.72 | 12.59 | 13.84 | 14.59 | 15.45 | 14.7 | 11.98 | 13.68 | |
| 3D-EPNInput points=20482024.03 | 13.16 | — | 21.8 | 20.31 | 18.81 | 25.75 | 21.09 | 21.71 | 18.54 | 20.15 | |
| PCNNumber of input points=642024.03 | 14.53 | — | 11.5 | 13.32 | 6.9 | 12.01 | 11.37 | 14.44 | 12.8 | 12.11 | |
| GRNetNumber of input points=642024.03 | 19.4 | — | 23.32 | 14.62 | 10.54 | 15.64 | 16.39 | 16.71 | 24.26 | 17.61 |