No single variant satisfies all performance criteria. The performance of ICP based terrain mapping vary significantly across ICP variants. A judicios selection of the ICP variant is imperative to meet a minimum performance. The performance of ICP variants depends on the scene. Computational efficiency is not traded for computational accuracy or precision.