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http://dx.doi.org/10.6109/jkiice.2011.15.11.2474

A Study on Removing Impulse Noise using Modified Adaptive Switching Median Filter  

Gao, Yinyu (부경대학교 제어계측공학과)
Kim, Nam-Ho (부경대학교 제어계측공학과)
Abstract
As society has developed rapidly toward a highly advanced digital information age, a multimedia communication service for acquisition, transmission and storage of image data as well as voice has being commercialized. However, image data is always corrupted by various noises during image processing, so researches for removing noises have been continued until now. In this paper, in order to remove impulse noise we proposed modified adaptive switching median filter that consists of two stages: noise detection and noise removal. Proposed algorithm only processes noise pixels and these noise pixels are replaced by filter output, so proposed algorithm performs well not only removes noise but also preserves edge information. Also we compare existing methods using PSNR(peak signal to noise ratio) as the standard of judgement of improvement effect and choose conventional algorithms to compare with our proposed method.
Keywords
Impulse noise; Noise free pixel; Noise removing; Edge;
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
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1 R. C. Gonzalez and R. E. Woods, Eds., Digital Image Processing, Prentice Hall, 2007.
2 K. N. Plataniotis and A. N. Venetsanopoulos, Eds., Color Image Processiang and Applications, Springer, Berlin, Germany, 2000.
3 Jung-Hua Wang and Lian-Da Lin, "Improved median filter using min-max algorithm for image processing", Electronics Letters, vol. 33, no. 16, pp. 1479-1485, October 2005.
4 Gao Yinyu and Nam-Ho Kim, "A Study on Image Restoration Algorithm in Random-valued Impulse Noise Environment", International Journal of KIMICS, vol. 9, No. 3, pp. 331-335, June 2011.
5 Gao Yinyu and Nam-Ho Kim, "Restoration of Images Contaminated by Mixed Gaussian and Impulse Noise using a Complex Method", International Journal of KIMICS, vol. 9, No. 3, pp. 336-340, June 2011.
6 Z. Wang and D. Zhang, "Progressive Switching Median Filter for the Removal of Impulse Noise from Highly Corrupted Imgaes", IEEE Transactions on Circuits and System II, vol. 46, pp.78-80, 1999.   DOI   ScienceOn