During the registration procedure, redundant data are usually generated. We present two different approaches for data reduction. The first method is based on recursive volumetric division for determining locally saturated regions. The second method uses an interpolating surface obtained through Radial Basis Functions. Some numerical tests regarding data reduction and quality preservation are described.