Point Cloud Completion on ShapeNet v1 (unseen categories)
0.0095Mean EMD (Bus)PCN-CD
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PCN-CDLoss Function=Chamfer Distance2018.08 | 0.0095 | — | 0.0216 | 0.0148 | 0.011 | 0.0104 | 0.0148 | 0.012 | 0.0142 | 0.0142 | 0.0129 | |
| PCN-EMDLoss Function=Earth Mover's Distance2018.08 | 0.0097 | — | 0.0224 | 0.015 | 0.0114 | 0.0115 | 0.0153 | 0.0121 | 0.0136 | 0.0146 | 0.0131 | |
| FC2018.08 | 0.0098 | — | 0.0212 | 0.0151 | 0.0108 | 0.0099 | 0.0146 | 0.012 | 0.015 | 0.0142 | 0.0129 | |
| Folding2018.08 | 0.0106 | — | 0.0191 | 0.0149 | 0.0106 | 0.0091 | 0.0156 | 0.0119 | 0.0131 | 0.0138 | 0.0124 | |
| PN2Method Identity=PointNet++2018.08 | 0.0126 | — | 0.0238 | 0.0169 | 0.0145 | 0.0143 | 0.0164 | 0.0129 | 0.0235 | 0.0169 | 0.0168 | |
| 3D-EPN2018.08 | 0.0359 | — | 0.0479 | 0.0391 | 0.0431 | 0.0474 | 0.0407 | 0.0478 | 0.0414 | 0.0415 | 0.0443 | |
| PCN-EMDTraining Loss=Earth Mover's Distance2018.08 | 0.0599 | 0.0705 | 0.1035 | 0.0761 | 0.0604 | 0.0748 | 0.0947 | 0.0625 | 0.0943 | — | — | |
| PCN-CDTraining Loss=Chamfer Distance2018.08 | 0.0627 | 0.0908 | 0.1356 | 0.1033 | 0.0616 | 0.1683 | 0.0921 | 0.0846 | 0.107 | — | — | |
| PN22018.08 | 0.0808 | 0.1062 | 0.149 | 0.1216 | 0.0735 | 0.1784 | 0.1037 | 0.0883 | 0.1375 | — | — | |
| 3D-EPN2018.08 | 0.1068 | 0.1189 | 0.1332 | 0.1186 | 0.1171 | 0.1626 | 0.1189 | 0.1133 | 0.1287 | — | — | |
| FC2018.08 | 0.1669 | 0.1998 | 0.2557 | 0.2062 | 0.1705 | 0.1764 | 0.1813 | 0.1671 | 0.1913 | — | — | |
| Folding2018.08 | 0.2215 | 0.2494 | 0.326 | 0.2256 | 0.2246 | 0.3204 | 0.2514 | 0.2544 | 0.2669 | — | — |