DEVELOPMENT OF SUMMARIES OF CERTAIN PATTERNS IN MULTI-BAND SATELLITE IMAGES
Hema Nair
2006
Abstract
This paper describes a system that is designed and implemented for interpretation of some patterns in multi-band (RGB) satellite images. Patterns such as land, island, water body, river, fire, urban area settlements in remote-sensed images are extracted and summarised in linguistic terms using fuzzy sets. Some elements of supervised classification are introduced to assist in the development of linguistic summaries. A few LANDSAT images are analysed by the system and the resulting summaries of the image patterns are explained.
References
- Barnard, K., Duygulu, P., Forsyth, D., De Freitas, N., Blei, D.M., Jordan, M.I., 2003a. Matching words and pictures. Journal of Machine Learning Research, Vol 3, pp. 1107-1135.
- Barnard, K., Duygulu, P., Forsyth, D., 2003b. Recognition as translating images into text. Internet Imaging IX, Electronic Imaging.
- Filho, J.L.R., Treleaven, P.C., and Alipi, C., 1994. Genetic Algorithm programming environments. In IEEE Computer, pp. 28-43
- Friedman, M., Kandel, A., 1999. Introduction to pattern recognition - Statistical, structural, neural and fuzzy logic approaches, World Scientific.
- Goodman E.D., 1996. 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.
- Kacprzyk, J., Ziolkowski, A., 1986. Database queries with fuzzy linguistic quantifers. In IEEE Transactions on Systems, Man and Cybernetics, pp. 474-479.
- Kacprzyk, J., Yager, R.R., 2001. Linguistic summaries of data using fuzzy logic. In International Journal of General Systems, 30(2), pp. 133-154.
- Kennedy, R.L., Roy, B.V., Reed, C.D., Lippman, R.P., 1997. Solving Data Mining problems through Pattern Recognition, Prentice Hall.
- Mather, P. M., 1999. Computer Processing of RemotelySensed Images, Wiley.
- Nair, H., 2003. Developing linguistic summaries of patterns from mined images. In Proceedings of International Conference on Advances in Pattern Recognition, pp. 261-267.
- Nair, H., Chai, I., 2004. Linguistic description of patterns from mined images. In Proceedings of 6th International Conference on Enterprise Information Systems, Vol 2, pp. 77-83.
- Nair, H., 2004. Linguistic summaries of image patterns. Ruan D., D'hondt P., De Cock M., Nachtegael M., Kerre E.E., eds, Applied Computational Intelligence, pp. 246-249, World Scientific.
- Nair, H., Chai, I., 2005. A system to interpret and summarise some patterns in images. In Proceedings of 7th International Conference on Enterprise Information Systems, Vol 2, pp. 283-290.
- Shapiro, G.P., Fayyad, U., Smith, P., 1996. From data mining to knowledge discovery: An overview. Fayyad U. M., Shapiro G.P, Smith P, Uthurusamy R, eds, Advances in Knowledge Discovery and Data Mining, pp. 1-35, AAAI/MIT Press.
- Smith, R.E., Goldberg, D.E., Earickson, J.A., 1994. SGAC:A C-language implementation of a Simple Genetic Algorithm. TCGA Report No.91002.
- Thuraisingham, B., 2001. Managing and Mining Multimedia Databases, CRC Press.
- Zaine, O.R, Han, J., Ze-Nian, L., Hou, J., 1998a. Mining Multimedia Data. CASCON'98 : Meeting of Minds, pp. 83-96
- Zaine, O.R., Han, J., Ze-Nian, L., Chee, S.H., Chiang, J.Y., 1998b. MultimediaMiner : A System Prototype for Multimedia Data Mining. In Proceedings of ACMSIGMOD International Conference on Management of Data (SIGMOD 7898).
Paper Citation
in Harvard Style
Nair H. (2006). DEVELOPMENT OF SUMMARIES OF CERTAIN PATTERNS IN MULTI-BAND SATELLITE IMAGES . In Proceedings of the Eighth International Conference on Enterprise Information Systems - Volume 2: ICEIS, ISBN 978-972-8865-42-9, pages 278-284. DOI: 10.5220/0002439202780284
in Bibtex Style
@conference{iceis06,
author={Hema Nair},
title={DEVELOPMENT OF SUMMARIES OF CERTAIN PATTERNS IN MULTI-BAND SATELLITE IMAGES},
booktitle={Proceedings of the Eighth International Conference on Enterprise Information Systems - Volume 2: ICEIS,},
year={2006},
pages={278-284},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002439202780284},
isbn={978-972-8865-42-9},
}
in EndNote Style
TY - CONF
JO - Proceedings of the Eighth International Conference on Enterprise Information Systems - Volume 2: ICEIS,
TI - DEVELOPMENT OF SUMMARIES OF CERTAIN PATTERNS IN MULTI-BAND SATELLITE IMAGES
SN - 978-972-8865-42-9
AU - Nair H.
PY - 2006
SP - 278
EP - 284
DO - 10.5220/0002439202780284