DocumentCode :
497910
Title :
An efficient non-linear cascade filtering algorithm for removal of high density salt and pepper noise in image and video sequence
Author :
Balasubramanian, S. ; Kalishwaran, S. ; Muthuraj, R. ; Ebenezer, D. ; Jayaraj, V.
Author_Institution :
Sri Krishna Coll. of Eng. & Technol., Coimbatore, India
fYear :
2009
fDate :
4-6 June 2009
Firstpage :
1
Lastpage :
6
Abstract :
In this paper, an efficient non-linear cascade filter for the removal of high density salt and pepper noise in image and video is proposed. The proposed method consists of two stages to enhance the filtering. The first stage is the Decision based Median Filter (DMF) which is used to identify pixels likely to be contaminated by salt and pepper noise and replaces them by the median value. The second stage is the Unsymmetric Trimmed Filter, either Mean Filter (UTMF) or Midpoint Filter (UTMP) which is used to trim the noisy pixels in an unsymmetric manner and processes with the remaining pixels The basic idea is that, though the level of denoising in the first stage is lesser at high noise densities, the second stage helps to increase the noise suppression. Hence, the proposed cascaded filter, as a whole is very suitable for low, medium as well as high noise densities even above 90%. The existing non-linear filters such as Standard Median Filter (SMF), Adaptive Median Filter (AMF), Weighted Median Filter (WMF), Recursive Weighted Median Filter (RWM) performs well only for low and medium noise densities. The recently proposed Decision Based Algorithm (DBA) shows better results upto 70% noise density and at high noise densities, the restored image quality is poor. The proposed algorithm shows better image and video quality in terms of visual appearance and quantitative measures.
Keywords :
adaptive filters; image sequences; median filters; video signal processing; adaptive median filter; decision based algorithm; decision based median filter; efficient nonlinear cascade filtering; high density salt and pepper noise; image sequence; mean filter; midpoint filter; noise suppression; noisy pixels; recursive weighted median filter; restored image quality; standard median filter; unsymmetric trimmed filter; video sequence; Adaptive filters; Additive noise; Automatic control; Communication system control; Digital filters; Filtering algorithms; Image restoration; Noise level; Nonlinear filters; Video sequences; Cascaded filters; Decision-based filter; Mean filter; Median Filters; Midpoint filter; Salt and Pepper noise; Un-symmetric trimmed filter;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control, Automation, Communication and Energy Conservation, 2009. INCACEC 2009. 2009 International Conference on
Conference_Location :
Perundurai, Tamilnadu
Print_ISBN :
978-1-4244-4789-3
Type :
conf
Filename :
5204476
Link To Document :
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