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Unsupervised perceptual model for color image's segmentation

Sobrevilla, P. and Gómez, D. and Montero de Juan, Francisco Javier and Montseny, E. (2005) Unsupervised perceptual model for color image's segmentation. In NAFIPS 2005 - 2005 Annual meeting of the north american fuzzy information processing society. IEE monograph series . IEEE, Detroit, MI, pp. 349-354. ISBN 0-7803-9187-X

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Abstract

Color Segmentation is a fundamental, step in image understanding. Moreover, for getting accurate color image's segmentation algorithms, human being's perception of color should be considered. In this line we propose an unsupervised segmentation algorithm that is based on a fuzzy graph coloring process for representing the fuzzy color similarity degrees among neighboring pixels from a perceptual point of view. As main goal is to detect and extract the regions explaining the image, we stress the role of coloring procedures for unsupervised segmentation and fuzzy classification by means of useful, comprehensive and simple enough fuzzy graphical representations.


Item Type:Book Section
Additional Information:

Annual Meeting of the North-American-Fuzzy-Information-Processing-Society
JUN 26-28, 2005

Uncontrolled Keywords:Segmentation algorithms; Image classification; Coloring problem; Fuzzy sets; Perceptual vision
Subjects:Sciences > Mathematics > Logic, Symbolic and mathematical
ID Code:16938
References:

A. Amo, J. Montero, G. Biging and V. Cutello: " Fuzzy classification systems". European Journal ofOperational Research (to appear).

D. G6mez, J. Montero, J. Yañez, C. Poidomani: " Painting Algorithms for fizzy classification." FUZZIEEE '04. Eds Adam E. Gaweda, pages 127-132 (2004).

Montseny E., Sobrevilla P., Romani S., "A fuzzy Approach to Object Detection in Maritime Color Images". Procceedings of the IPMU Conference, Perugia 2004, pages 1905-1912.

S. M6fioz, M.T. Ortio, J. Ramirez, J. Y6iez: " Coloring Fuzzy graphs." OMEGA (2004) In Press.

P.M. Pardalos, T. Mavridou and J. Xue: " The Graph Coloring Problem: A Bibliographic Survey". In: D.Z. Du and P.M. Pardalos (Eds.):Handbook of Combinatorial Optimization, vol. 2 (Kluwer Academic Publishers, Boston, 1998); 331--395.

Robertson A.R.: "Color Perception". Physics Today, pages 24-29,December (1992).

Romam S., Montseny E., Sobrevilla P.: " Obtaining the Relevant Colors of an Image through Stability-Based Fuzzy Color Histograms." Procc. of the 12th IEEE International Conference on Fuzzy Systems. Pages 914-919, Sant Louis, EUA, May (2003).

Smith A.R.: " Color Gamut Transform Pairs". IEEE Trans. On Computer Graphics, Vol. 12, pages 12-19 (1978).

Wyszecki G., Stiles W.S.: " Color science, concepts and methods,qualitative data and formulas." John Wiley and Sons, (1967).

Deposited On:31 Oct 2012 09:34
Last Modified:07 Feb 2014 09:38

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