Title :
The effect of input limiting on linear and nonlinear filters for the removal of impulsive noise
Author :
Masra, S.M.W. ; Muhammad, M.S. ; Sapawi, R.
Author_Institution :
Dept. of Electron. Eng., Univ. Malaysia Sarawak, Kota Samarahan, Malaysia
Abstract :
This paper investigates the effects of input limiting on the performance of linear and nonlinear filters when the input signal is contaminated by impulsive noise modeled as an alpha-stable (α-stable) random process. The nonlinear filters chosen are from the median family filters: median and recursive median filter, and Wiener filter from the linear filter group. The hypothesis being tested in this paper is that front-end limiting will increased the performance of median filter when the noise was extremely impulsive. Each image has been analyzed for four impulsive noise parameter values, α = 2, 1.5, 1, and 0.5 which cover a range of noise behaviors from Gaussian, through Cauchy, to impulsive. One method of handling very large impulses is to incorporate in the receiver over-voltage protection in the form of an analog limiter which clips the received signal before the filtering process. The simulation results obtained suggest that the front-end limiting enhances the performance of median filters in dealing with images, where it eliminates the highly impulsive noise while preserving useful detail in the image.
Keywords :
Gaussian noise; Wiener filters; impulse noise; limiters; median filters; overcurrent protection; random processes; recursive filters; α-stable random process; Cauchy noise; Gaussian noise; Wiener filter; alpha-stable random process; analog limiter; front-end limiting; impulsive noise removal; input limiting; median family filters; noise behaviors; nonlinear filters; receiver over-voltage protection; recursive median filter; Degradation; Filtering; Gaussian distribution; Gaussian noise; Limiting; Nonlinear filters; Protection; Random processes; Signal processing; Wiener filter; α-stable random process; analog limiter; impulsive noise; input limiting; median family filters;
Conference_Titel :
Signal and Image Processing Applications (ICSIPA), 2009 IEEE International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4244-5560-7
DOI :
10.1109/ICSIPA.2009.5478605