Title :
A multiscale representation method for nonrigid shapes with a single closed contour
Author :
Adamek, Tomasz ; O´Connor, Noel E.
Author_Institution :
Centre for Digital Video Process., Dublin City Univ., Ireland
fDate :
5/1/2004 12:00:00 AM
Abstract :
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 fulfills 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 visualized 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 occlusions. 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 indexing and retrieval in large databases. Furthermore, the representation can be used as a starting point to obtain more compact descriptors.
Keywords :
computational complexity; data visualisation; database indexing; dynamic programming; image representation; information retrieval; matrix algebra; multimedia databases; MPEG-7 shape database; computational complexity; contour convexities; descriptor matching; dissimilarity measure; dynamic programming; multiscale representation method; nonrigid shapes; object indexing; object retrieval; shape descriptor; similarity metric; single closed contour; two-dimensional matrix; Character recognition; Data visualization; Humans; Image retrieval; Indexing; Information retrieval; Multimedia databases; Object recognition; Shape measurement; Two dimensional displays;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on
DOI :
10.1109/TCSVT.2004.826776