Hybrid Color-Texture Space for Image Classification
This work presents an approach for the construction of a hybrid color-texture space by using mutual information. Feature extraction is done by the Laws filter with SVM (Support Vectors Machine) as a classifier. The classification is applied on the VisTex database and a SPOT HRV (XS) image representing two forest areas in the region of Rabat in Morocco. The result of classification obtained in the hybrid space is compared with the one obtained in the RGB color space.
[1] M. Mirmehdi and M. Petrou, "Segmentation of Color Textures", IEEE
Trans. on Pattern Analysis and Machine Intelligence, Vol. 22, 2, 2000,
pp.142-159.
[2] A. Dimbarean, and P. Whelan, "Experiments in color texture analysis",
Pattern. Recognition Letters. Vol. 22, 2001. p.1161.
[3] A. Safia, M . F .Belbachir,and T. Iftene. 2006. "La Transformation en
ondelettes pour l-extraction de la texture-couleur,Application la classification
combine des images (HRV) de SPOT". International journal of
remote sensing, Vol. 27, No 18, 20 September, pp. 3977-3990
[4] N. Vandenbroucke, L. Macaire and J. G. Postaire, "Color image segmentation
by pixel classification in an adapted hybrid color space. application
to soccer image analysis," Computer Vision and Image Understanding,
vol. 90, pp. 190-216, 2003.
[5] F. Cointault,D. Gurin,J. P. Guillemin,B. Chopinet. 2008. "In-Field Wheat
ears Counting Using Color-Texture Image Analysis", New Zealand
Journal of Crop and Horticultural Science, 2008, Vol. 36: 117-130, June
2008.
[6] F. Cointault, B. Chopinet," Colour-texture image analysis for in-field
wheat head counting", ISCCSP 2006, Marrakech Morocco.
[7] H. El Maia H, A .Hammouch , D .Aboutajdine, "Hybridization of the
color information with the texture by using the mutual information for
the classification of satellite images", ICMCS 2009, Ouarzazat Morocco.
[8] A. Kraskov, H. Stogbauer, P. Grassberger, "Estimating mutual information",
Physical Review E 69 (2004) 066138.
[9] F. Rossi, D. Franois, V. Wertz, M. Meurens and M. Verleysen. "Fast
Selection of Spectral Variables with B-Spline Compression". Chemometrics
and Intelligent Laboratory Systems, volume 86, numro 2, pages
208-218. April 2007.
[10] A. Hammouch,D. Aboutajdine and J.M.Boucher, "Evaluation comparative
en cartographie forestire de l-analyse de texture et de la transforme
en paquets d-ondelettes par le moyen d-un classifieur neuronal", Revue
Photo-interprtation, N 2004/1, 2004.
[11] C. Rosenberger, "Conception of an adaptative image segmentation
system", Thse de Doctorat de l- Universit de Rennes 1, dcembre 1999.
[12] A. Hammouch, "Apport comparatif en cartographie forestire de l-analyse
spatiale de la texture et de la transforme en paquets d-ondelettes",
Doctorat d-Etat, FS, Universit Mohammed V-Agdal, Rabat, dcembre
2004.
[13] K. I. Laws, "Texture image segmentation", Ph. D. Thesis, University of
Southern California, 1980.
[14] D. Scott, "Multivariable Density Estimation", Theory, Practice, and
Visualization, Wiley, New-York, 1992.
[15] V. Vapnik,"Estimation of Dependencies Based on Data" (Springer-
Verlag, Trans.). Moscow: Nauka. 1979.
[16] V. Vapnik, "The Nature of Statistical Learning Theory", Berlin:Springer-
Verlag 1995.
[17] V. Vapnik, "Statistical Learning Theory", Wiley, New York (1998).
[18] C. W. Hsu and C. J. Lin, " A comparaison of methods for multiclass
support vector machines", IEEE Transaction on Neural Network vol.13
pp.415-425, 2002
[19] http://www.csie.ntu.edu.tw/cjlin/libsvm.
[1] M. Mirmehdi and M. Petrou, "Segmentation of Color Textures", IEEE
Trans. on Pattern Analysis and Machine Intelligence, Vol. 22, 2, 2000,
pp.142-159.
[2] A. Dimbarean, and P. Whelan, "Experiments in color texture analysis",
Pattern. Recognition Letters. Vol. 22, 2001. p.1161.
[3] A. Safia, M . F .Belbachir,and T. Iftene. 2006. "La Transformation en
ondelettes pour l-extraction de la texture-couleur,Application la classification
combine des images (HRV) de SPOT". International journal of
remote sensing, Vol. 27, No 18, 20 September, pp. 3977-3990
[4] N. Vandenbroucke, L. Macaire and J. G. Postaire, "Color image segmentation
by pixel classification in an adapted hybrid color space. application
to soccer image analysis," Computer Vision and Image Understanding,
vol. 90, pp. 190-216, 2003.
[5] F. Cointault,D. Gurin,J. P. Guillemin,B. Chopinet. 2008. "In-Field Wheat
ears Counting Using Color-Texture Image Analysis", New Zealand
Journal of Crop and Horticultural Science, 2008, Vol. 36: 117-130, June
2008.
[6] F. Cointault, B. Chopinet," Colour-texture image analysis for in-field
wheat head counting", ISCCSP 2006, Marrakech Morocco.
[7] H. El Maia H, A .Hammouch , D .Aboutajdine, "Hybridization of the
color information with the texture by using the mutual information for
the classification of satellite images", ICMCS 2009, Ouarzazat Morocco.
[8] A. Kraskov, H. Stogbauer, P. Grassberger, "Estimating mutual information",
Physical Review E 69 (2004) 066138.
[9] F. Rossi, D. Franois, V. Wertz, M. Meurens and M. Verleysen. "Fast
Selection of Spectral Variables with B-Spline Compression". Chemometrics
and Intelligent Laboratory Systems, volume 86, numro 2, pages
208-218. April 2007.
[10] A. Hammouch,D. Aboutajdine and J.M.Boucher, "Evaluation comparative
en cartographie forestire de l-analyse de texture et de la transforme
en paquets d-ondelettes par le moyen d-un classifieur neuronal", Revue
Photo-interprtation, N 2004/1, 2004.
[11] C. Rosenberger, "Conception of an adaptative image segmentation
system", Thse de Doctorat de l- Universit de Rennes 1, dcembre 1999.
[12] A. Hammouch, "Apport comparatif en cartographie forestire de l-analyse
spatiale de la texture et de la transforme en paquets d-ondelettes",
Doctorat d-Etat, FS, Universit Mohammed V-Agdal, Rabat, dcembre
2004.
[13] K. I. Laws, "Texture image segmentation", Ph. D. Thesis, University of
Southern California, 1980.
[14] D. Scott, "Multivariable Density Estimation", Theory, Practice, and
Visualization, Wiley, New-York, 1992.
[15] V. Vapnik,"Estimation of Dependencies Based on Data" (Springer-
Verlag, Trans.). Moscow: Nauka. 1979.
[16] V. Vapnik, "The Nature of Statistical Learning Theory", Berlin:Springer-
Verlag 1995.
[17] V. Vapnik, "Statistical Learning Theory", Wiley, New York (1998).
[18] C. W. Hsu and C. J. Lin, " A comparaison of methods for multiclass
support vector machines", IEEE Transaction on Neural Network vol.13
pp.415-425, 2002
[19] http://www.csie.ntu.edu.tw/cjlin/libsvm.
@article{"International Journal of Information, Control and Computer Sciences:57401", author = "Hassan El Maia and Ahmed Hammouch and Driss Aboutajdine", title = "Hybrid Color-Texture Space for Image Classification", abstract = "This work presents an approach for the construction of a hybrid color-texture space by using mutual information. Feature extraction is done by the Laws filter with SVM (Support Vectors Machine) as a classifier. The classification is applied on the VisTex database and a SPOT HRV (XS) image representing two forest areas in the region of Rabat in Morocco. The result of classification obtained in the hybrid space is compared with the one obtained in the RGB color space.
", keywords = "Color, texture, laws filter, mutual information, SVM, hybrid space.", volume = "3", number = "4", pages = "1083-4", }
