Title :
Second order difference based detection and directional weighted median filter for removal of random valued impulsive noise
Author :
Sa, Pankaj Kumar ; Dash, Ratnakar ; Majhi, Banshidhar
Author_Institution :
Dept. of Comput. Sci. & Eng., Nat. Inst. of Technol. Rourkela, Rourkela, India
Abstract :
The proposed approach of removal of random valued impulsive noise from images works in two phases. The first phase detects contaminated pixels and the second phase filters only those pixels keeping others intact. The detection scheme utilizes second order difference of pixels in a test window and the filtering scheme is a variation median filter based on the edge information. The proposed scheme is simulated extensively on standard images and comparison with existing schemes reveal that our scheme outperforms them in terms of Peak Signal to Noise Ratio (PSNR), number of false detection and miss detection. The proposed scheme is also good at preserving finer details. Further, the computational complexity and number of iterations needed by the proposed scheme is less than the existing counterparts.
Keywords :
computational complexity; image recognition; impulse noise; median filters; computational complexity; contaminated pixels detection; directional weighted median filter; edge information; false detection; miss detection; peak signal to noise ratio; random valued impulsive noise; second order difference; second phase filters; Adaptive filters; Detectors; Image edge detection; Information filtering; Information filters; Nonlinear filters; PSNR; Phase detection; Phase noise; Pixel;
Conference_Titel :
Industrial and Information Systems (ICIIS), 2009 International Conference on
Conference_Location :
Sri Lanka
Print_ISBN :
978-1-4244-4836-4
Electronic_ISBN :
978-1-4244-4837-1
DOI :
10.1109/ICIINFS.2009.5429836