Kn. Wu et Md. Levine, 3D PART SEGMENTATION USING SIMULATED ELECTRICAL CHARGE-DISTRIBUTIONS, IEEE transactions on pattern analysis and machine intelligence, 19(11), 1997, pp. 1223-1235
A novel approach to 3D part segmentation is presented. It is a well-kn
own physical fact that electrical charge on the surface of a conductor
tends to accumulate at a sharp convexity and vanish at a sharp concav
ity. Thus, object part boundaries, which are usually denoted by a shar
p surface concavity, can be detected by simulating the electrical char
ge density over the object surface and locating surface points which e
xhibit local charge density minima. Beginning with single-or multi-vie
w range data of a 3D object, we simulate the charge density distributi
on over an object's surface which has been tessellated by a triangular
mesh. We detect the deep surface concavities by tracing local charge
density minima and then decompose the object into parts at these point
s. The charge density computation does not require an assumption on su
rface smoothness and uses weighted global data to produce robust local
surface features for part segmentation.