Sk. Bose et al., AN INTEGRATED APPROACH FOR RANGE IMAGE SEGMENTATION AND REPRESENTATION, Artificial intelligence in engineering, 10(3), 1996, pp. 243-252
This paper proposes an efficient method for the segmentation and repre
sentation of 3D rigid, solid objects from its range images using diffe
rential invariants derived from classical differential geometry. An ef
ficient algorithm for derivation of surface curvatures, which are affi
ne invariants, at smooth surface patches is proposed. The surface is a
pproximated by Bezier and Beta-splines to compare qualitatively the pr
oposed segmentation scheme. This scheme leads to derivation of surface
features, which provides a very robust surface segmentation. An integ
rated approach represents the surface in terms of plane, quadric and s
uperquadric surface. Experiments show excellent performance and togeth
er with the inherent parallelism make the scheme a promising one. Pres
ent experiments were conducted on some real range images where most of
the parts of the object are planar.