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Geometric transform Invariant Texture Analysis based on Modified Zernike Moments

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Wybrane pełne teksty z tego czasopisma
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Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
In this paper, geometric invariant texture analysis, which comprises of rotation, scale and translation (RST) invariance, is presented. Many types of moments and functions of moments have been utilized in RST invariant pattern recognition applications. However, use of moments for texture content-based image analysis is limited. Here, application of Zernike moment for geometric invariant texture analysis is studied. An algorithm is proposed to design fast and modified Zernike moments to extract a particular texture from image irrespective of its rotation scale change and translation. The algorithm is tested for its robustness in the presences of various noises like salt and paper, Gaussian and speckle noise. The operator is evaluated for computation of moments on different data sets of textures like Brodatz and Vistex. Comparison is done with traditional Zernike moments based techniques, Fast Fourier Transform (FFT)-Zernike moments based technique and proposed modified Zernike moment based technique.
Wydawca
Rocznik
Strony
177--192
Opis fizyczny
bibliogr. 19 poz., tab., wykr.
Twórcy
autor
autor
  • Electronics and Telecommunication department, College of Engineering Pune, India Shivajinagar Pune-411005, vsv@extc.coep.org.in
Bibliografia
  • [1] Bovik A,M. Clark,W. Geisler: Multichannel texture analysis using localized spatial filters,IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 21, No. 1, pp. 55-73, 1990.
  • [2] Dong-Gyu Sim, Hae-Kwang Kim and Dae-Il oh:Translation Scale and Rotation Invariant Texture Descriptor for Texture based Image Retrieval Proceedings of the International Conference on Image Processing,, 2000.
  • [3] Brodatz Album:http://wcc.ruca.ua.ac.be/ visielab/wta/brodatz.html
  • [4] http://www.taurusstudio.net/research/pmtexdb/compare.htm
  • [5] J. M. Coggins and A. K. Jain:A spatial filtering approach to texture analysisPattern Recognition Letters, Vol.3, pp.195-203, 1985
  • [6] J.G. Zhang, T. Tan:Brief Review of Invariant Texture Analysis MethodsPattern Recognition,Vol. 35, No.3, pp.735-747, 2002.
  • [7] Jan Flusser:Moment Invariants In Image AnalysisTransactions on Engineering, Computing and Technology, Vol.11, pp. 196-201, February 2006
  • [8] L. Zusne: Moments of area and of the perimeter of visual form as predictors of discrimination performance, Journal of Experimental Psychology, Vol.69, pp. 213-220,March 1965.
  • [9] M. K. Hu:Visual pattern recognition by moment invariants IRE Transaction on Information Theory, IT-8, pp.179-187, 1962.
  • [10] M. R. Teague:Image analysis via the general theory of moments Journal of Optical Society of AmericaVol. 70, pp. 920-930, 1980.
  • [11] Mukundan R, K.R. Ramakrishnan:Moment Functions in Image Analysis-Theory and Applications World Scientific publishing press1998.
  • [12] P.Brodatz :textures: A photographic album for artists and designersNew York Dover,1966
  • [13] R. Mukundan, S. H. Ong, P.A. Lee:Discrete vs. Continuous Orthogonal Moments for Image AnalysisCISST' 01 International Conference, pp. 23-29, 2001.
  • [14] R.W.Duin:PRTools version 3.0A Matlab toolbox for pattern recognition, Transactions on Engineering, Computing and Technology, Vol.11, pp. 196-201, February 2006
  • [15] S. A. Dudani, K. J. Breeding, and R. B. McGhee:Aircraft identification by moment invariants IEEE Transactions on Computers,Vol-26, pp.139-45, 1977.
  • [16] T. Caelli and M. N. Oguztoreli:Some tasks and signal dependent rules for spatial vision Spatial VisionVol. 2, pp.295 - 315, 1987.
  • [17] T.Sikora:The MPEG-7 visual standard for content description-an overview IEEE Transactions on Circuits and Systems for Video TechnologyVol. 11, No. 6, pp.696 - 702, Jun 2001.
  • [18] Vibha S. Vyas, M.S.Sutaone, S.P.Mahajan:Comparison of rotation and scale invariant texture operators National Conference in communication (NCC-2005),IIT Kharagpur, pp.341-345, January 2005.
  • [19] www.acemedia.org/aceMedia/files/document/wp7/2005/icann05-iti.pdf,
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BUS8-0003-0034
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