Path similarity skeleton graph matching

被引:248
作者
Bai, Xiang [1 ]
Latecki, Longin Jan [2 ]
机构
[1] Huazhong Univ Sci & Technol, Elect & Informat Engn Dept, Wuhan 430074, Hubei, Peoples R China
[2] Temple Univ, Dept Comp & Informat Sci, Philadelphia, PA 19122 USA
基金
美国国家科学基金会;
关键词
skeleton; skeleton graph; graph matching; shape recognition; geodesic path;
D O I
10.1109/TPAMI.2007.70769
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a novel graph matching algorithm and applies it to shape recognition based on object silhouettes. The main idea is to match skeleton graphs by comparing the geodesic paths between skeleton endpoints. In contrast to typical tree or graph matching methods, we do not consider the topological graph structure. Our approach is motivated by the fact that visually similar skeleton graphs may have completely different topological structures. The proposed comparison of geodesic paths between endpoints of skeleton graphs yields correct matching results in such cases. The skeletons are pruned by contour partitioning with Discrete Curve Evolution, which implies that the endpoints of skeleton branches correspond to visual parts of the objects. The experimental results demonstrate that our method is able to produce correct results in the presence of articulations, stretching, and contour deformations.
引用
收藏
页码:1282 / 1292
页数:11
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