An optimization approach to shape matching and recognition

被引:11
作者
Lim, HS [1 ]
Cheraghi, SH [1 ]
机构
[1] Wichita State Univ, Dept Ind & Mfg Engn, Wichita, KS 67260 USA
关键词
optimization; shape matching; recognition; convex polygons; surface contact;
D O I
10.1016/S0045-7906(98)00001-9
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
An optimization approach to shape matching and recognition is presented. The technique is a vertex based technique that uses surface contact as a criterion for measuring similarity. Given an object (polygon O) and a reference template (polygon T), the feasible region generated by polygon T is continuously magnified (expanded or contracted) by a factor, epsilon, and polygon O is translated and rotated such that it falls inside T. The objective is to minimize the magnification factor. The problem is formulated as a nonlinear optimization problem with a linear objective function and nonlinear constraints. A search-based procedure is used to solve this problem. To ensure global optimality, the nonlinear constraints are replaced by their linear approximations.The results show that the procedure is very effective in recognizing similar objects. (C) 1998 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:183 / 200
页数:18
相关论文
共 21 条
[1]   AN EFFICIENTLY COMPUTABLE METRIC FOR COMPARING POLYGONAL SHAPES [J].
ARKIN, EM ;
CHEW, LP ;
HUTTENLOCHER, DP ;
KEDEM, K ;
MITCHELL, JSB .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1991, 13 (03) :209-216
[2]   HYPER - A NEW APPROACH FOR THE RECOGNITION AND POSITIONING OF TWO-DIMENSIONAL OBJECTS [J].
AYACHE, N ;
FAUGERAS, OD .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1986, 8 (01) :44-54
[3]  
Batchelor B. G., 1993, INTERACTIVE IMAGE PR, DOI [10.1007/978-1-4471-0393-6_2, DOI 10.1007/978-1-4471-0393-6_2]
[4]  
BAZARRA MS, 1979, NONLINEAR PROGRAMMIN
[5]   SHAPE-MATCHING OF TWO-DIMENSIONAL OBJECTS [J].
BHANU, B ;
FAUGERAS, OD .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1984, 6 (02) :137-156
[6]  
CHEN JM, 1993, THESIS PENNSYLVANIA
[7]   VISION-ASSISTED LEAD-TO-PAD ALIGNMENT TECHNIQUE FOR PLACEMENT OF SURFACE-MOUNT COMPONENTS [J].
CHERAGHI, SH ;
LEHTIHET, EA ;
EGBELU, PJ .
IIE TRANSACTIONS, 1995, 27 (04) :473-482
[8]   MODEL-BASED RECOGNITION IN ROBOT VISION. [J].
Chin, Roland T. ;
Dyer, Charles R. .
Computing surveys, 1986, 18 (01) :67-108
[9]   OPTIMAL MATCHING OF CONVEX POLYGONS [J].
COX, P ;
MAITRE, H ;
MINOUX, M ;
RIBEIRO, C .
PATTERN RECOGNITION LETTERS, 1989, 9 (05) :327-334
[10]   INSPECTION OF 2-D OBJECTS USING PATTERN-MATCHING METHOD [J].
HAN, MH ;
JANG, DS ;
FOSTER, J .
PATTERN RECOGNITION, 1989, 22 (05) :567-575