DocumentCode :
2076170
Title :
High performance decision based median filter for salt and pepper noise removal in images
Author :
Daiyan, G.M. ; Mottalib, M. Abdul ; Rahman, Md Mamunur
Author_Institution :
Dept. of Comput. Sci. & Inf. Technol., Southern Univ. Bangladesh, Chittagong, Bangladesh
fYear :
2012
fDate :
22-24 Dec. 2012
Firstpage :
107
Lastpage :
112
Abstract :
A high performance decision based median filter is proposed for removal of salt and pepper in images. It is an enhanced Adaptive Switching Median filter which initially detects noise pixels iteratively through several phases and replaces the noisy pixels with median value. It calculates median value without considering noisy pixels to improve the performance of median filter for high density noise. Detection of noise is done by expanding the mask until 7×7 to maintain local information extraction. Moreover, the processing pixel is replaced by last processed pixel if the algorithm fails to detect noise free pixel at 7×7. If the noise free median value is not available at 7×7 processing window, the last processed pixel take into consideration if it is noise free. If the last processed pixel is noisy, the algorithm select a window size with 15×15 dimension and calculate the number of 0´s and 255´s in the processing window. Then replace the processing pixel with 0 or 255 which is more in number in the selected window. Experiment result shows that it can provide very high quality restored images for images that are contaminated by “salt & pepper” noise, especially when the noise density is large.
Keywords :
image denoising; image restoration; iterative methods; median filters; enhanced adaptive switching median filter; high density noise; high performance decision based median filter; image contamination; image noise removal; image restoration; iterative noise pixel detection; local information extraction; noise density; noise free median value; processing pixel; processing window; salt-and-pepper noise removal; Adaptive Switching Median filter; Salt and Pepper Noise;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer and Information Technology (ICCIT), 2012 15th International Conference on
Conference_Location :
Chittagong
Print_ISBN :
978-1-4673-4833-1
Type :
conf
DOI :
10.1109/ICCITechn.2012.6509707
Filename :
6509707
Link To Document :
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