Edge potential functions (EPF) and genetic algorithms (GA) for edge-based matching of visual objects

被引:15
作者
Dao, Minh-Son [1 ]
De Natale, Francesco G. B.
Massa, Andrea
机构
[1] Graphitech, Trento, Italy
[2] Univ Trent, Dept Informat & Commun Technol, I-38050 Trento, Italy
关键词
shape matching; image retrieval; edge potential function;
D O I
10.1109/TMM.2006.886371
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Edges are known to be a semantically rich representation of the contents of a digital image. Nevertheless, their use in practical applications is sometimes limited by computation and complexity constraints. In this paper, a new approach is presented that addresses the problem of matching visual objects in digital images by combining the concept of edge potential functions (EPF) with a powerful matching tool based on genetic algorithms (GAs). EPFs can be easily calculated starting from an edge map and provide a kind of attractive pattern for a matching contour, which is conveniently exploited by GAs. Several tests were performed in the framework of different image matching applications. The results achieved clearly outline the potential of the proposed method as compared to state of the art methodologies.
引用
收藏
页码:120 / 135
页数:16
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