A multiscale representation method for nonrigid shapes with a single closed contour

被引:180
作者
Adamek, T [1 ]
O'Connor, NE [1 ]
机构
[1] Dublin City Univ, Ctr Digital Video Processing, Sch Elect Engn, Dublin 9, Ireland
关键词
dynamic programming; matching shape descriptor; similarity metric;
D O I
10.1109/TCSVT.2004.826776
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we discuss the criteria that should be satisfied by a descriptor for nonrigid shapes with a single closed contour. We then propose a shape representation method that ful-fills these criteria. In the proposed approach, contour convexities and concavities at different scale levels are represented using a two-dimensional (2-D) matrix. The representation can be visual-ized as a 2-D surface, where "hills" and "valleys" represent contour convexities and concavities, respectively. The optimal matching of two shape representations is achieved using dynamic programming and a dissimilarity measure is defined based on this matching. The proposed algorithm is very efficient and invariant to several kinds of transformations including some articulations and modest oc-clusions. The retrieval performance of the approach is illustrated using the MPEG-7 shape database, which is one of the most complete shape databases currently available. Our experiments indicate that the proposed representation is well suited for object in-dexing and retrieval in large databases. Furthermore, the representation can be used as a starting point to obtain more compact descriptors.
引用
收藏
页码:742 / 753
页数:12
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