Title :
A Column Generation Approach for the Graph Matching Problem
Author :
Freire, A.S. ; Cesar, R.M., Jr. ; Ferreira, C.E.
Author_Institution :
Inst. de Mat. e Estatistica, Univ. de Sao Paulo, São Paulo, Brazil
Abstract :
Graph matching plays a central role in different problems for structural pattern recognition. Examples of applications include matching 3D CAD models, shape matching and medical imaging, to name but a few. In this paper, we present a new integer linear formulation for the problem and employ a combinatorial optimization technique, called “column generation”, in order to solve instances of the problem. We also present computational experiments with generated instances.
Keywords :
graph theory; optimisation; pattern recognition; 3D CAD models matching; column generation approach; combinatorial optimization technique; graph matching problem; integer linear formulation; medical imaging; shape matching; structural pattern recognition; Computational modeling; Optimization; Pattern matching; Pricing; Shape; Solid modeling;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.272