Comparing Graph Similarity Measures for Graphical Recognition

In this paper we evaluate four graph distance measures. The analysis is performed for document retrieval tasks. For this aim, different kind of documents are used including line drawings (symbols), ancient documents (ornamental letters), shapes and trademark-logos. The experimental results show that the performance of each graph distance measure depends on the kind of data and the graph representation technique.

[1]  Chiou-Ting Hsu,et al.  Region correspondence for image retrieval using graph-theoretic approach and maximum likelihood estimation , 2004, 2004 International Conference on Image Processing, 2004. ICIP '04..

[2]  Guojun Lu,et al.  Shape-based image retrieval using generic Fourier descriptor , 2002, Signal Process. Image Commun..

[3]  Benjamin B. Kimia,et al.  Symmetry-Based Indexing of Image Databases , 1998, J. Vis. Commun. Image Represent..

[4]  Horst Bunke,et al.  Edit distance-based kernel functions for structural pattern classification , 2006, Pattern Recognit..

[5]  Horst Bunke,et al.  Graph Edit Distance with Node Splitting and Merging, and Its Application to Diatom Idenfication , 2003, GbRPR.

[6]  King-Sun Fu,et al.  A distance measure between attributed relational graphs for pattern recognition , 1983, IEEE Transactions on Systems, Man, and Cybernetics.

[7]  Christopher G. Harris,et al.  A Combined Corner and Edge Detector , 1988, Alvey Vision Conference.

[8]  Cecilia Di Ruberto,et al.  Recognition of shapes by morphological attributed relational graphs , 2002 .

[9]  Francisco Escolano,et al.  Graph-Based Representations in Pattern Recognition, 6th IAPR-TC-15 International Workshop, GbRPR 2007, Alicante, Spain, June 11-13, 2007, Proceedings , 2007, GbRPR.

[10]  Adel M. Alimi,et al.  An Ancient Graphic Documents Indexing Method Based on Spatial Similarity , 2007, GREC.

[11]  Vladimir I. Levenshtein,et al.  Binary codes capable of correcting deletions, insertions, and reversals , 1965 .

[12]  Iadh Ounis,et al.  Modeling, Indexing and Retrieving Images Using Conceptual Graphs , 1998, DEXA.

[13]  Sameer Singh,et al.  Advances in Pattern Recognition — ICAPR 2001 , 2001, Lecture Notes in Computer Science.

[14]  Daniel P. Lopresti,et al.  A fast technique for comparing graph representations with applications to performance evaluation , 2003, Document Analysis and Recognition.

[15]  Wenfei Fan,et al.  Keys with Upward Wildcards for XML , 2001, DEXA.

[16]  Edwin R. Hancock,et al.  Structural, Syntactic, and Statistical Pattern Recognition, Joint IAPR International Workshop, SSPR&SPR 2010, Cesme, Izmir, Turkey, August 18-20, 2010. Proceedings , 2010, SSPR/SPR.

[17]  Mario Vento,et al.  Thirty Years Of Graph Matching In Pattern Recognition , 2004, Int. J. Pattern Recognit. Artif. Intell..

[18]  Kaspar Riesen,et al.  IAM Graph Database Repository for Graph Based Pattern Recognition and Machine Learning , 2008, SSPR/SPR.

[19]  Ricardo Baeza-Yates,et al.  An image similarity measure based on graph matching , 2000, Proceedings Seventh International Symposium on String Processing and Information Retrieval. SPIRE 2000.

[20]  Yannis Manolopoulos,et al.  Structure-based similarity search with graph histograms , 1999, Proceedings. Tenth International Workshop on Database and Expert Systems Applications. DEXA 99.

[21]  Salvatore Tabbone,et al.  Graph Matching Based on Node Signatures , 2009, GbRPR.

[22]  Christos Faloutsos,et al.  GCap: Graph-based Automatic Image Captioning , 2004, 2004 Conference on Computer Vision and Pattern Recognition Workshop.

[23]  Horst Bunke Attributed Programmed Graph Grammars and Their Application to Schematic Diagram Interpretation , 1982, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[24]  Horst Bunke,et al.  Towards Bridging the Gap between Statistical and Structural Pattern Recognition: Two New Concepts in Graph Matching , 2001, ICAPR.

[25]  Horst Bunke,et al.  Recent developments in graph matching , 2000, Proceedings 15th International Conference on Pattern Recognition. ICPR-2000.