Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 32759
LSGENSYS - An Integrated System for Pattern Recognition and Summarisation

Authors: Hema Nair

Abstract:

This paper presents a new system developed in Java® for pattern recognition and pattern summarisation in multi-band (RGB) satellite images. The system design is described in some detail. Results of testing the system to analyse and summarise patterns in SPOT MS images and LANDSAT images are also discussed.

Keywords: Pattern recognition, image analysis, feature extraction, blackboard component, linguistic summary.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1061804

Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1484

References:


[1] L. Wojnar, Image Analysis-Applications in Materials Engineering, CRC Press, 1999.
[2] S.T.Bow, Pattern recognition- Applications to large data-set problems, Marcel Dekker Inc, 1984.
[3] M. Friedman, A. Kandel, Introduction to pattern recognition - Statistical, structural, neural and fuzzy logic approaches, World Scientific, 1999.
[4] The Mathworks, MATLAB- Image Processing Toolbox User-s Guide, 1997.
[5] Research Systems Inc, ENVI Version 3.0 User's Guide, 1997.
[6] Industrial Profile-"Definiens Imaging GmbH: Object Oriented Classification and Feature Detection", IEEE Geoscience and Remote Sensing Society Newsletter, September 2001.
[7] "Definiens Professional - Product Sheet": http://www.definiens.com.
[8] Partek pattern recognition technologies: http://www.partek.com/
[9] PRTools pattern recognition toolbox in MATLAB: http://www.prtools.org
[10] SPRLIB/ANNLIB Statistical Pattern Recognition and Artificial Neural Network Library: http://www.ph.tn.tudelft.nl/~sprlib
[11] DIPimage Scientific Image Processing Toolbox for MATLAB: http://www.ph.tn.tudelft.nl/DIPlib
[12] R.L. Kennedy, Y. Lee, B. V. Roy, C.D. Reed, R. P. Lippmann, Solving data mining problems through pattern recognition, Prentice Hall, 1997.
[13] D.M. Geary, Graphic Java, Sun Microsystems Press, Prentice Hall, 1997.
[14] H.M.Dietel, P.J. Dietel, Java - How to program (5thed.), Prentice Hall, 2003.
[15] L.H.Rodrigues, Building Imaging Applications with Java Technology, Addison-Wesley, 2001.
[16] H. Nair, "Developing linguistic summaries of patterns from mined images", In Proceedings of International Conference on Advances in Pattern Recognition, pp. 261-267, 2003.
[17] H. Nair, "Linguistic summaries of image patterns", In Applied Computational Intelligence, Ruan, D., D-hondt, P., De Cock, M., Nachtegael, M., Kerre, E.E. (Eds.), World Scientific, 246-249, 2004.
[18] H. Nair, I. Chai, "Linguistic description of patterns from mined images" In Proceedings of 6th International Conference on Enterprise Information Systems, pp.77-83, 2004.
[19] H. Nair, "A system for interpretation and description of some patterns in images", International Journal of Computational Intelligence, 1(4), 368- 373, 2004.
[20] H.Nair, "An intelligent tool for image analysis and pattern recognition", International Journal of Signal Processing, 1(2), 118-129, 2004.
[21] H.Nair, "Development of summaries of certain patterns in multi-band satellite images", In Proceedings of 8th International Conference on Enterprise Information Systems, pp.278-284, 2006.
[22] J.Kacprzyk, R.R.Yager, "Linguistic summaries of data using fuzzy logic", International Journal of General Systems, 30(2), 133-154, 2001.
[23] L.A. Zadeh, "The concept of a linguistic variable and its application to approximate reasoning-1", Information Sciences, 8, 199-249, 1975.
[24] F. Buschmann, R. Meunier, H. Rohnert, P. Sommerlad, M. Stal, Patternoriented software architecture - A System of Patterns, Vol 1, Wiley, 2001.
[25] E. Rich, K. Knight, Artificial Intelligence(2nd ed.), McGraw-Hill Inc, 1991.
[26] J. Kacprzyk, A. Ziolkowski, "Database queries with fuzzy linguistic quantifiers", IEEE Transactions on Systems, Man and Cybernetics, 474- 479, 1986.
[27] J.L.R. Filho, P.C. Treleaven, C. Alippi, " Genetic Algorithm programming environments", IEEE Computer, 28-43, 1994.
[28] E.D. Goodman, An Introduction to Galopps-the Genetic Algorithm Optimized for Portability and Parallelism System (Release 3.2). Technical Report No. 96-07-01: Genetic Algorithms Research and Applications Group, Michigan State University, 1996.
[29] R.E. Smith, D.E.Goldberg, J. A. Earickson, SGA-C: A C-language implementation of a Simple Genetic Algorithm. TCGA Report No.91002: The Clearinghouse of Genetic Algorithms, University of Alabama, 1994.
[30] P.M. Mather, Computer Processing of Remotely-Sensed images, Wiley, 1999.