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Survey on Image Mining Using Genetic Algorithm

Authors: Jyoti Dua

Abstract:

One image is worth more than thousand words. Images if analyzed can reveal useful information. Low level image processing deals with the extraction of specific feature from a single image. Now the question arises: What technique should be used to extract patterns of very large and detailed image database? The answer of the question is: “Image Mining”. Image Mining deals with the extraction of image data relationship, implicit knowledge, and another pattern from the collection of images or image database. It is nothing but the extension of Data Mining. In the following paper, not only we are going to scrutinize the current techniques of image mining but also present a new technique for mining images using Genetic Algorithm.

Keywords: Image Mining, Data Mining, Genetic Algorithm.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1099420

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References:


[1] Ji Zhang, Wynne Hsu, and Mong Li Lee, “Image Mining: Trends and Development”.
[2] Carlos Ordonez and Edward Omiecinski, ”Image Mining: A New Approach for Data Mining”, 1998
[3] R. Balakrishnan and U. Karthick Kumar, “An Application of Genetic Algorithm with Iterative Chromosomes for Image Clustering Problem”, IJCSI International Journal of Computer Science Issues, vol. 9, Issue 1, No 1, January 2012
[4] Nitin Gupta, Randhir Singh, Parveen Lehana, “Texture Enhancement of Plants IR Images Using Genetic Algorithm”, October 2014 International Journal of Scientific and Research Publication, Vol.04 Issue 10 ISSN 2250-3153.
[5] Qin Ding and Jim Gasvoda “A Genetic Algorithm for Clustering on Image Data”, International Journal of Information and Mathematical Sciences 1:1 2005.
[6] A. Demiriz, K. P. Bennett, and M. J. Embrechts, “Semi-supervised clustering using genetic algorithms,” R.P.I. Math Report No. 9901, Rensselaer Polytechnic Institute, 1999.
[7] Madhumathi.k, Dr.Antony Seladoss Thanamani, “Image Mining: Framework and Techniques”, Proceedings on International Conf. on Global Innovations in Computing Technology, Vol. 2 Special Issue 1, March 2014.
[8] W. DuMouchel, C. Volinsky, T. Johnson, C. Cortes, and D. Pregibon, “Squashing flat files flatter,” in Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 1999, pp. 6-15.
[9] Ishwar K. Sethi, Ioana L. Coman, Daniela Stan “Mining Association Rules between Low-level Image Features and High-level Concepts”
[10] Pradnya S.Borkar, Dr. A.R. Mahajan, “Types and Application of parallel Genetic Algorithm”, International Journal of Advanced Research in Computer Science and Software Engineering, Vol. 4 Issue 4, April 2014,ISSN 2277 128X.
[11] Alexandre Xavier Falcao, Visual Informatics Laboratory Institute of Computing - University of Campinas, “Image processing using graph”.