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Adaptive generalized vector median

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Języki publikacji
EN
Abstrakty
EN
In this paper, a new adaptive filter intended for the attenuation of impulse noise in colour images is proposed. The new filtering design is based on the concept of a peer group of pixels sharing similar chromatic properties. The novel approach adaptively determines the size of the peer group which minimizes the aggregated distance to its members, utilizing the Fisher linear discriminant. The analysis of the obtained noise reduction results leads to the conclusion, that the new filter is capable of reducing even strong impulse noise, while preserving and even enhancing the edges of colour images. This unique property of the proposed filtering design is shown on examples of colour biomedical images.
Rocznik
Tom
Strony
157--162
Opis fizyczny
Bibliogr. 10 poz., rys.
Twórcy
autor
  • Silesian University of Technology, 44-100 Gliwice, ul. Akademicka 16, Institute of Automatic Control
Bibliografia
  • [1] ASTOLA J., HAAVISTO P., NEUVO Y., Vector median filters. Proc. of the IEEE, Vol. 78, No. 4, pp. 678–689, 1990.
  • [2] PERONA P., MALIK J., Scale space and edge detection using anisotropic diffusion. IEEE Trans. on PAMI, Vol. 12, No. 7, pp. 629—639, 1990.
  • [3] SMOLKA B., PLATANIOTIS, K.N., VENETSANOPOULOS A.N., Nonlinear techniques for color image processing. In: Barner K.E., Arce G.R. (eds.) Nonlinear Signal and Image Processing: Theory, Methods, and Applications,, pp. 445–505, CRC Press, Boca Raton, 2004.
  • [4] SCHAVEMAKER J.G.M., REINDERS M.J.T., GERBRANDS J.J., BACKER E., Image sharpening by morphological filtering. pattern recognition, Vol. 33, No. 6, pp. 997–1012, 2000.
  • [5] RUSSO F., An image enhancement technique combining sharpening and noise reduction. IEEE Trans. on Instrumentation and Measurement, Vol. 51, No. 4, pp. 824–828, 2002.
  • [6] PLATANIOTIS K.N., VENETSANOPOULOS A.N., Color image processing and applications, Springer Verlag, 2000.
  • [7] LUKAC R., SMOLKA B., MARTIN K., PLATANIOTIS K.N., VENETSANOPOULOS A.N., Vector filtering for color imaging. IEEE Signal Processing Magazine, Vol. 22, No. 1, pp. 74–86, 2005.
  • [8] KENNEY C., DENG Y., MANJUNATH B.S., HEWER, G., Peer group image enhancement. IEEE Trans. on Image Processing, Vol. 10, No. 2, pp. 326–334, 2001.
  • [9] LUKAC R., SMOLKA B., PLATANIOTIS K.N., Sharpening vector median filters. Signal Processing, Vol. 87, pp. 2085–2099, 2007.
  • [10] LUKAC R., PLATANIOTIS K.N., SMOLKA B., VENETSANOPOULOS A.N., A multichannel order-statistic technique for cDNA microarray image processing. IEEE Trans. on Nanobioscience, Vol. 3, No. 4, pp. 272–285, 2004.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-PWA4-0006-0022
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