Table 3 Error statistics for different networks on the ShapeNet dataset38.
From: A coarse-to-fine point completion network with details compensation and structure enhancement
Error type | Point cloud models | PCN11 | FoldingNet12 | Atlas14 | CRN15 | Coarse stage | Fine stage |
---|---|---|---|---|---|---|---|
CD | Airplane | 0.01847 | 0.01818 | 0.01824 | 0.01417 | 0.01380 | 0.01104 |
Car | 0.04004 | 0.03867 | 0.03833 | 0.03543 | 0.03524 | 0.02728 | |
Lamp | 0.03337 | 0.03450 | 0.02997 | 0.02951 | 0.02662 | 0.02206 | |
Sofa | 0.06361 | 0.05648 | 0.05302 | 0.05326 | 0.05253 | 0.04040 | |
EMD | Airplane | 0.04043 | 0.02946 | 0.07114 | 0.08317 | 0.03239 | 0.03779 |
Car | 0.05779 | 0.05351 | 0.12337 | 0.13157 | 0.04623 | 0.04120 | |
Lamp | 0.04666 | 0.04004 | 0.15360 | 0.14627 | 0.04620 | 0.03894 | |
Sofa | 0.07455 | 0.07207 | 0.22130 | 0.14742 | 0.07076 | 0.06655 |