ROBUST CONTOUR DECOMPOSITION USING A CONSTANT CURVATURE CRITERION

被引:72
作者
WUESCHER, DM [1 ]
BOYER, KL [1 ]
机构
[1] OHIO STATE UNIV, DEPT ELECT ENGN, SIGNAL ANAL & MACHINE PERCEPT LAB, COLUMBUS, OH 43210 USA
关键词
CONTOUR PARTITIONING; CURVATURE; DISCRETE CURVATURE; IMAGE PROCESSING; NONLINEAR FILTERS; SEQUENTIAL SEGMENT EXTRACTION; SHAPE ANALYSIS; STEREOPSIS; VOTING METHODS;
D O I
10.1109/34.67629
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In many computer vision paradigms it is necessary to decompose an extended boundary or contour into simple primitives. Such decompositions are necessary for further structural or syntactic analysis and concise description of the contour shape. We address this problem with particular emphasis on Laplacian-of-Gaussian (LoG) zero crossing contours. We introduce a novel technique for partitioning such contours into constant curvature segments. In doing so, we present a nonlinear "blip" filter matched to the impairment signature of the curvature computation process, an overlapped voting scheme, and a sequential contiguous segment extraction mechanism. This technique is insensitive to reasonable changes in algorithm parameters and robust to noise and minor viewpoint-induced distortions in the contour shape such as those encountered between stereo image pairs, an application of special interest. The results vary smoothly with the data and local perturbations induce only local changes in the result. Robustness and insensitivity are experimentally verified.
引用
收藏
页码:41 / 51
页数:11
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