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