DocumentCode :
381996
Title :
Adaptive two-pass median filter to remove impulsive noise
Author :
Xu, Xiaoyin ; Miller, Eric L.
Author_Institution :
Center for Subsurface Sensing & Imaging Syst., Northeastern Univ., Boston, MA, USA
Volume :
1
fYear :
2002
fDate :
2002
Abstract :
In this paper, we present an adaptive two-pass median filter to remove impulsive noise. In two-pass median filtering, an image contaminated by impulsive noise is processed by a median filter twice. Median filtering is a non-reversible process, i.e., useful information discarded by the filter cannot be recovered. This behavior becomes more apparent in two-pass median filtering. To correct this problem, between the two filtering processes we introduce an adaptive process to selectively replace some pixels by their original values based on the spatial distribution of estimated impulsive noise. Compared with standard median filtering and two-pass median filtering, better results are obtained in terms of visual appreciation and mean squared error. We use examples to demonstrate the performance of the method.
Keywords :
adaptive filters; image denoising; image restoration; impulse noise; median filters; adaptive two-pass median filter; impulsive noise; mean squared error; nonreversible process; spatial distribution; visual appreciation; Adaptive filters; Gaussian distribution; Gaussian noise; Image processing; Information filtering; Information filters; Noise level; Pixel; Process design; Signal to noise ratio;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing. 2002. Proceedings. 2002 International Conference on
ISSN :
1522-4880
Print_ISBN :
0-7803-7622-6
Type :
conf
DOI :
10.1109/ICIP.2002.1038148
Filename :
1038148
Link To Document :
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