A mathematical procedure based on Newton's method is described that en
ables surface measurements to be registered, or normalized, with respe
ct to spatial position, orientation, and, optionally, scale in three d
imensions. An operator is required to identify homologous landmarks on
the computer graphics images of surfaces to be registered. In our app
lication, where the method is used to measure changes in facial shape,
these landmarks are restricted to parts of the surface that have rema
ined unchanged between the surfaces to be registered. Error in the reg
istration of landmarks is minimized in a least-squares sense, hence mu
ltiple landmarks are favored to minimize the effect of individual erro
rs produced by the measuring system and the operator. Examples are pre
sented using measurements of the head taken with an optical surface sc
anner and a conventional x-ray computed tomography scanner.