Title :
Construction of Iso-Contours, Bisectors, and Voronoi Diagrams on Triangulated Surfaces
Author :
Liu, Yong Jin ; Zhanqing Chen ; Tang, Kai
Author_Institution :
Dept. of Comput. Sci. & Technol., Tsinghua Univ., Beijing, China
Abstract :
In the research of computer vision and machine perception, 3D objects are usually represented by 2-manifold triangular meshes M. In this paper, we present practical and efficient algorithms to construct iso-contours, bisectors, and Voronoi diagrams of point sites on M, based on an exact geodesic metric. Compared to euclidean metric spaces, the Voronoi diagrams on M exhibit many special properties that fail all of the existing euclidean Voronoi algorithms. To provide practical algorithms for constructing geodesic-metric-based Voronoi diagrams on M, this paper studies the analytic structure of iso-contours, bisectors, and Voronoi diagrams on M. After a necessary preprocessing of model M, practical algorithms are proposed for quickly obtaining full information about iso--contours, bisectors, and Voronoi diagrams on M. The complexity of the construction algorithms is also analyzed. Finally, three interesting applications-surface sampling and reconstruction, 3D skeleton extraction, and point pattern analysis-are presented that show the potential power of the proposed algorithms in pattern analysis.
Keywords :
computational complexity; computational geometry; mesh generation; solid modelling; 2-manifold triangular meshes; 3D objects; 3D skeleton extraction; Voronoi diagrams; bisectors; computer vision; construction algorithms complexity; geodesic metric; iso-contours; machine perception; point pattern analysis; surface reconstruction; surface sampling; triangulated surfaces; Algorithm design and analysis; Approximation algorithms; Linear approximation; Measurement; Pattern analysis; Surface morphology; Shape; exact geodesic metrics; geometric transformations; point patterns.; triangular meshes;
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
DOI :
10.1109/TPAMI.2010.221