Graph Matching Toolbox in MATLAB
This
software is made publicly for research use only. It may be modified and
redistributed under the terms of the GNU General
Public License.
Please cite the paper and source code if you are using it in your work.
This software implements spectral graph matching with affine constraint (SMAC), optionally with kronecker bistochastic normalization, introduced in the paper below. The software can be used to handle arbitrary graph matching / subgraph matching problems:
1)
highly scalable
compared to other approaches (hundreds of nodes in each graph,
depending on sparsity)
2) accurate
(performed similarly to SDP relaxation in our experiments)
3) exploits sparsity
pattern in each graph
4) handles graphs of different
sizes (subgraph matching)
5) handles partial
matchings (not just full matching)
In
addition, the code implements kronecker
bistochastic normalization, which modifies the graph matching cost
function and dramatically improves the matching accuracy for a variety
of graph matching algorithms.
Download File |
Description | Author |
Date |
Version |
Graph
Matching Toolbox in Matlab tested on Matlab 7.4 (windows/mac/unix) fixed a bug which affected discretization performance in the case of different graph sizes new (02/06/2010): updated code to support latest matlab version |
Timothee Cour |
02/04/2009 |
1.2 |
|
|
Graph
Matching Toolbox in Matlab tested on Matlab 7.4 (windows/mac/unix) |
Timothee Cour |
04/21/2008 |
1.1 |
Related Publication
Installation instructions
1)
start matlab
2) cd to directory where you unzipped the files (containing a README)
3) type init (to add paths) (ignore warnings about assert if any)
4) type compileDir (ignore warnings about assert if any) to
compile mex files
make sure it says at the end:
"Compilation of files
succeded without error", otherwise try to compile problem files by hand
start any of the 3 demos:
demo_graph_matching_SMAC;
demo_normalizeMatchingW;
demo_computeEigenvectorsAffineConstraint;
Description
Main Function summary | Description |
demo_graph_matching_SMAC |
illustrates an example of graph matching on synthetic graph |
demo_normalizeMatchingW |
illustrates what kronecker bistochastic normalization does |
demo_computeEigenvectorsAffineConstraint |
illustrates the computation of eigenvectors under affine constraints |
Utility Functions |
|
init |
Adds path to subdirectories of current directory |
compileDir |
compiles all mex files in specified directory |