Table 3.
Overall assessment of the tested ICP algorithms.
| Property | Algorithm | ||||
|---|---|---|---|---|---|
| Wilm | Kroon | Renoald | Bergström | AlignRT | |
| Closest point search | kd-tree | Full | Full | Full | —a |
|
| |||||
| Weighting | None | None | None | Distance-based | —a |
|
| |||||
| Rejection | None | None | None | None | —a |
|
| |||||
| Error metric | Point-to-plane | Point-to-point | Point-to-point | Point-to-point | Point-to-plane |
|
| |||||
| Minimization | Linearization of rotation matrix | Global search | SVD | Levenberg-Marquardt | —a |
|
| |||||
| Speedb | + | − | ++ | − − | + |
|
| |||||
| Max. |e r rot| | <1.0 mm | >1.0 mm | >1.0 mm | >1.0 mm | <1.0 mm |
| Max. |e d trans| | >0.5° | <0.5° | <0.5° | <0.5° | >0.5° |
aUnknown.
b++: very fast; +: fast; −: slow; − −: very slow.