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Tytuł artykułu

Optimised directional distance filter

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Języki publikacji
EN
Abstrakty
EN
In this paper, a new adaptive directional distance filter especially for the impulse noise suppression in color images is provided. The proposed method takes advantage from the optimal filtering situation when only the affected samples are estimated, whereas noisy image points are passed to a filter output without change. For that reason, the proposed method is based on switching between the indentity filter (no smoothing) and the directional distance filter that provides a maximum amount of the smoothing. In order to achieve the most precise control of the proposed method, three center-weighted directional distance filters are utilised to determine a parameter compared with a threshold value. This simple comparison serves as a switching control. After the optimisation of the threshold, it will be shown that the proposed method achieves a significant improvement of the filter performance in comparison with standard vector filter classes for a wide range of impulse noise corruption.
Twórcy
autor
  • Department of Electronics and Multimedia Communications, Technical University of Kosice, Park Komenskeho 13, 041 20 Kosice, Slovak Republic, lukacr@ieee.org
Bibliografia
  • [1] Astola J., Haavisto P., Neuvo, Y.: Vector median filters. Proc. of the IEEE, 78(4), 678-689. 1990.
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  • [3] Trahanias P. E., Venetsanopoulos A. N.: Vector directional filters - a new class of multichannel image processing Filters. IEEE Trans. Image Processing, 2(4), 528-534. 1993.
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  • [5] Viero T., Oistamo K., Neuvo Y.: Three-dimensional median related filters for color image sequence filtering. IEEE Trans. on Circuits and Systems for Video Technology, 4(2), 129-142. 1994.
  • [6] Tang K., Astola J., Neuvo Y.: Nonlinear multivariate image filtering techniques. IEEE Trans. Image Processing, 4(6), 788-798. 1995.
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  • [9] Astola J., Kuosmanen K.: Fundamentals of Nonlinear Digital Filtering, CRC Press LLC, NY. 1997.
  • [10] Karakos D. G ., Trahanias P. E.: Generalized multichannel image-filtering structure. IEEE Trans. on Image Processing, 6(7), 1038-1045. 1997.
  • [11] Sharma, G.: Digital color imaging. IEEE Trans. Image Processing, 6(7), 901-932. 1997.
  • [12] Platanoitis K. N., Androutsos D., Venetsanopoulos A. N.: Color image processing using adaptive vector directional filters. IEEE Trans. CAS II, 45(10), 1414-1419. 1998.
  • [13] Boncelet C.: Image Noise Models, in Handbook of Image and Video Processing (Ed. A. Bovik). AP. 2000.
  • [14] Plataniotis K. N., Venetsanopoulos A. N.: Color Image Processing and Applications. S-V. 2000.
  • [15] Lukac R.: Vector LUM smoothers as impulse detector for color images. Proc. of ECCTD'Ol in Espoo, Finland, 3, 137-140. 2001.
  • [16] Lukac R., Marchevsky S.: Adaptive vector LUM smoother. Proc. of ICIP, Thessaloniki, Greece, l, 878-881. 2001.
  • [17] Lukac R.: Adaptive impulse noise filtering by using center-weighted directional information. Proc. of CGIV'2002, Poitiers, France, 86-89. 2002.
  • [18] Lukac R.: Another generalisation of vector filters. Proc. of VIPromCom-2002, Zadar, Croatia, 273-278. 2002.
  • [19] Smolka B., Szcepanski M., Plataniotis K. N., Venetsanopoulos A. N.: On the fast modification of the vector median filter. Proc. of ICPR'2002, Quebec, Canada, Aug., 2002.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BWA1-0002-0071
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