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Image retrieval using color component analysis

Published: 16 June 2004 Publication History

Abstract

This paper intends to propose a way of utilizing color components for image retrieval. Like CLCM, GLCM (Color, Gray Level Co-occurrence Matrix)[11] and Invariant Moment [14] [15] use 2D distribution chart, which use basic statistical techniques in order to interpret 2D data. In order to interpret the spatial relationship and weight of data, this study has used Principal Component Analysis [1][7] that is used in multivariate statistics. In order to increase accuracy of data, it has proposed a way to project color components on 3D space, to rotate it and then, to extract features of data from all angles.

References

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G. Pass, R. Zabih, J Miller, "Comparing Images Using Color Coherence Vectors", Proc. Fourth ACM Multimedia Conference, 1996.
[2]
M. Flickner et al. "Query by image and video content: The QBIC system", IEEE Computer, 28(9):23--32, Sep. 1995.
[3]
Virginia Ogle and Michael Stonebraker, "Chabot: Retrieval from a relational database of images", IEEE Computer, 28(9):40--48, Sep. 1995.
[4]
D. Park, J. Park, T. Kim, and J. Han, "Image indexing using weighted color histogram," Proc. loth Int. Conference on Image Analysis and Processing, Sep. 1999
[5]
Gonzalez, Woods, "Digital Image Processing", Addison Wesley Longman, 1992.
[6]
M. Turk and A. Pentland, "Eigenfaces for recognition," Journal of Cognitive Neuroscience, Vol. 3, No. 1, pp. 71--86, 1991.
[7]
Jun Zhang, Face Recognition, "Eigenface, Elastic Matching, and Neural Nets", Proc. IEEE, Vol. 85, No. 9, Sep. 1997.
[8]
L. Marcialis and F. Roli, "Fusion of lda and pca for face verification," in Biometric Authentication, Vol. LNCS 2359, pp. 30--37, Jun. 2002.
[9]
M. Swain, "Interactive indexing into image databases", Proc. SPIE, Vol. 1908, 1993.
[10]
Yihong Gong, "Intelligent image databases: towards advanced image retrieval", Kluwer Academic Publishers, 1998.
[11]
R. M. Haralick, I. Dinstein, "Textural features for image classification", IEEE Trans. on System, Man, and Cyber, Vol. 3, pp. 610--621, Nov. 1973.
[12]
Jiawei Han, Micheline Kamber, "Data Mining: Concepts and Techniques", Morgan Kaufmann Publisher. 2001.
[13]
M. D. Vevine, "Vision in man and machine", McGraw-Hill, 1985.
[14]
M. K. Hu, "Pattern recognition by moment invariants", Proc. IEEE, Vol. 49, No. 9, pp. 1428, Sep. 1961.
[15]
M. K. Hu, "Visual pattern Recognition by moment invariants", IRE Trans. on Information Theory, Vol. 17-8, No. 2, pp. 179--187, Feb. 1962.

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        cover image ACM Other conferences
        ISICT '04: Proceedings of the 2004 international symposium on Information and communication technologies
        June 2004
        295 pages
        ISBN:1595931708

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        Trinity College Dublin

        Publication History

        Published: 16 June 2004

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        ISICT '04
        ISICT '04: Information and communication technologies
        June 16 - 18, 2004
        Nevada, Las Vegas, USA

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