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.
[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”.
[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”.
@article{"International Journal of Information, Control and Computer Sciences:69131", author = "Jyoti Dua", title = "Survey on Image Mining Using Genetic Algorithm", 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.", volume = "8", number = "10", pages = "1918-6", }
