3D PART SEGMENTATION USING SIMULATED ELECTRICAL CHARGE-DISTRIBUTIONS

Authors
Citation
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
Citations number
51
Categorie Soggetti
Computer Sciences","Computer Science Artificial Intelligence","Engineering, Eletrical & Electronic
ISSN journal
01628828
Volume
19
Issue
11
Year of publication
1997
Pages
1223 - 1235
Database
ISI
SICI code
0162-8828(1997)19:11<1223:3PSUSE>2.0.ZU;2-I
Abstract
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.