In this paper, a shape-constrained iterative algorithm is proposed to
register a rigid template point-cloud to a given reference point-cloud. The
algorithm embeds a shape-based similarity constraint into the principle of
gravitation. The shape-constrained gravitation, as induced by the reference,
controls the movement of the template such that at each iterat