Efficient Shape Matching via Graph Cuts
Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR), Volume 4679, page 39--54 - Aug 2007
Download the publication: 625 KB
Meaningful notions of distance between planar shapes typically
involve the computation of a correspondence between points on one
shape and points on the other. To determine an optimal correspondence
is a computationally challenging combinatorial problem. Traditionally it
has been formulated as a shortest path problem which can be solved
efficiently by Dynamic Time Warping.
In this paper, we show that shape matching can be cast as a problem of finding a minimum cut through a graph which can be solved efficiently by computing the maximum network flow. In particular, we show the equivalence of the minimum cut formulation and the shortest path formulation, i.e. we show that there exists a one-to-one correspondence of a shortest path and a graph cut and that the length of the path is identical to the cost of the cut. In addition, we provide and analyze some examples for which the proposed algorithm is faster resp. slower than the shortest path method.
In this paper, we show that shape matching can be cast as a problem of finding a minimum cut through a graph which can be solved efficiently by computing the maximum network flow. In particular, we show the equivalence of the minimum cut formulation and the shortest path formulation, i.e. we show that there exists a one-to-one correspondence of a shortest path and a graph cut and that the length of the path is identical to the cost of the cut. In addition, we provide and analyze some examples for which the proposed algorithm is faster resp. slower than the shortest path method.
Images and movies
BibTex references
@InProceedings\{STCB07a, author = "Schmidt, Frank R. and T{\"o}ppe, Eno and Cremers, Daniel and Boykov, Yuri", title = "Efficient Shape Matching via Graph Cuts", booktitle = "Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR)", series = "LNCS", volume = "4679", pages = "39--54", month = "Aug", year = "2007", publisher = "Springer", address = "Ezhou, China", url = "http://frank-r-schmidt.de/Publications/2007/STCB07a" }