收稿日期: 2010-12-23
修回日期: 2011-03-17
网络出版日期: 2011-06-03
基金资助
国家自然科学基金资助项目( 60772121, 11071002) ; 教育部科学技术研究重点项目( 210091) ; 高等学校博士学科点专项科研基金资助项目( 20103401110002) ; 安徽省优秀青年科技基金资助项目( 10040606Y33) ; 安徽省教育厅自然科学研究项目( KJ2011A008) ; 安徽大学创新团队支持计划项目( KJTD007A,KJTD001B)
Point Pattern Matching Algorithm Based on Q-Spectrum of Line Graph
Received date: 2010-12-23
Revised date: 2011-03-17
Online published: 2011-06-03
Supported by
国家自然科学基金资助项目( 60772121, 11071002) ; 教育部科学技术研究重点项目( 210091) ; 高等学校博士学科点专项科研基金资助项目( 20103401110002) ; 安徽省优秀青年科技基金资助项目( 10040606Y33) ; 安徽省教育厅自然科学研究项目( KJ2011A008) ; 安徽大学创新团队支持计划项目( KJTD007A,KJTD001B)
关键词: 模式匹配; 线图; 无符号Laplacian 矩阵; Q-谱; KM 算法
朱明 梁栋 唐俊 范益政 颜普 . 基于线图Q-谱的点模式匹配算法[J]. 华南理工大学学报(自然科学版), 2011 , 39(7) : 102 -108 . DOI: 10.3969/j.issn.1000-565X.2011.07.017
As most spectrum-based algorithms cannot effectively deal with the matching of size-variable point sets,a point pattern matching algorithm based on the Q-spectrum of line graph is proposed. In this algorithm,first,a weighted complete graph is constructed for each point set,and a line graph is constructed for each point by using the incident first k shortest edges. Then,a spectral decomposition is performed for the signless Laplacian matrix
constructed with the line graph,and the eigenvalues ( Q-spectrum) obtained from the spectral decomposition are used to represent the features of the point,which make it possible to calculated the matching probability. Finally,the optimal matching of point sets is searched by using the KM algorithm. Experimental results show that the proposed algorithm is of high matching accuracy,and that it can deal with the matching of two point sets with different sizes.
Key words: pattern matching; line graph; signless Laplacian matrix; Q-spectrum; KM algorithm
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