DocumentCode :
1107326
Title :
Efficient generation of discontinuity-preserving adaptive triangulations from range images
Author :
Garcia, Miguel Angel ; Sappa, Angel Domingo
Author_Institution :
Intelligent Robotics & Comput. Vision Group, Rovira i Virgili Univ., Tarragona, Spain
Volume :
34
Issue :
5
fYear :
2004
Firstpage :
2003
Lastpage :
2014
Abstract :
This paper presents an efficient technique for generating adaptive triangular meshes from range images. The algorithm consists of two stages. First, a user-defined number of points is adaptively sampled from the given range image. Those points are chosen by taking into account the surface shapes represented in the range image in such a way that points tend to group in areas of high curvature and to disperse in low-variation regions. This selection process is done through a noniterative, inherently parallel algorithm in order to gain efficiency. Once the image has been subsampled, the second stage applies a two and one half-dimensional Delaunay triangulation to obtain an initial triangular mesh. To favor the preservation of surface and orientation discontinuities (jump and crease edges) present in the original range image, the aforementioned triangular mesh is iteratively modified by applying an efficient edge flipping technique. Results with real range images show accurate triangular approximations of the given range images with low processing times.
Keywords :
computational geometry; image representation; image sampling; image segmentation; mesh generation; solid modelling; Delaunay triangulation; adaptive triangular meshes; discontinuity-preserving triangulation; edge flipping technique; low-variation region; parallel algorithm; range images; three-dimensional shape recovery; three-dimensional shape representation; triangular approximation; Computer vision; Image segmentation; Image sensors; Intelligent robots; Parallel algorithms; Pixel; Robot sensing systems; Robot vision systems; Shape; Two dimensional displays; Algorithms; Artificial Intelligence; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Pattern Recognition, Automated; Photogrammetry;
fLanguage :
English
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
Publisher :
ieee
ISSN :
1083-4419
Type :
jour
DOI :
10.1109/TSMCB.2004.832156
Filename :
1335495
Link To Document :
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