DocumentCode :
999989
Title :
Parametric reconstruction of generalized cylinders from limb edges
Author :
Pan, Chunhong ; Yan, Hongping ; Medioni, Gérard ; Ma, Songde
Author_Institution :
Nat. Lab. of Pattern Recognition, Chinese Acad. of Sci., Beijing, China
Volume :
14
Issue :
8
fYear :
2005
Firstpage :
1202
Lastpage :
1214
Abstract :
The three-dimensional (3-D) reconstruction of generalized cylinders (GCs) is an important research field in computer vision. One of the main difficulties is that some contour features in images cannot be reconstructed by traditional stereovision because they do not correspond to reflectance discontinuities of surface in space. In this paper, we present a novel, parametric approach for the 3-D reconstruction of circular generalized cylinders (CGCs) only from the limb edges of CGCs in two images. Instead of exploiting the invariant and quasiinvariant properties of some specific subclasses of GCs in projections, our reconstruction is achieved by some general assumptions on GCs, and can, therefore, be applied to a broader subclass of GCs. In order to improve robustness, we perform the extraction and labeling of the limb edge interactively, and estimate the epipolar geometry between two images by an optimal algorithm. Then, for different types of GCs, three kinds of symmetries (parallel symmetry, skew symmetry, and local smooth symmetry) are employed to compute the symmetry of limb edges. The surface points corresponding to limb edges in images are reconstructed by integrating the recovered epipolar geometry and the properties induced from the assumptions that we make on the GCs. Finally, a homography-based method is exploited to further refine the 3-D description of the GC with a coplanar curved axis.
Keywords :
computer vision; feature extraction; image reconstruction; circular generalized cylinders; computer vision; coplanar curved axis; epipolar geometry; homography-based method; image contour features; image reconstruction; invariant properties; limb edges; parametric reconstruction; quasiinvariant properties; reflectance discontinuities; three-dimensional reconstruction; Computer vision; Geometry; Image reconstruction; Intelligent robots; Labeling; Reflectivity; Robotics and automation; Robustness; Surface reconstruction; Three dimensional displays; Epipolar geometry; generalized cylinder; homography; limb edge; reconstruction; symmetry; Algorithms; Artificial Intelligence; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Information Storage and Retrieval; Pattern Recognition, Automated; Subtraction Technique;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/TIP.2005.847296
Filename :
1468203
Link To Document :
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