An elastic partial shape matching technique

被引:56
|
作者
Latecki, Longin Jan [1 ]
Megalooikonomou, Vasileios [1 ]
Wang, Qiang [1 ]
Yu, Deguang [1 ]
机构
[1] Temple Univ, Dept Informat & Comp Sci, Philadelphia, PA 19122 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
shape similarity; sequences matching; DAG; shortest path;
D O I
10.1016/j.patcog.2007.03.004
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We consider the problem of partial shape matching. We propose to transform shapes into sequences and utilize an algorithm that determines a subsequence of a target sequence that best matches a query. In the proposed algorithm we map the problem of the best matching subsequence to the problem of a cheapest path in a directed acyclic graph (DAG). The approach allows us to compute the optimal scale and translation of sequence values, which is a nontrivial problem in the case of subsequence matching. Our experimental results demonstrate that the proposed algorithm outperforms the commonly used techniques in retrieval accuracy. (c) 2007 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:3069 / 3080
页数:12
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