Title :
Rank-ordered mean filter for removal of impulse noise from images
Author :
Singh, Kh Manglem ; Bora, Prabin K. ; Singh, S. Birendra
Author_Institution :
Centre for Electron. Design & Technol. of India, Imphal, India
Abstract :
This paper presents a new algorithm for detection of fixed-valued and random-valued impulses from images based on locally obtained statistics. By incorporating the rank-conditioned median (RCM) and center-weighted median (CWM) filters into an impulse noise detection framework, an adaptive mechanism is formed for effectively reducing impulse noise while preserving image details. The rank-conditioned mechanism checks whether the central pixel is well-within the ordered data set, while the center-weighted mechanism is to select more appropriate local thresholds. Simulations show that the proposed scheme works well in suppressing both types of impulses at different noise ratios.
Keywords :
digital filters; filtering theory; image denoising; impulse noise; center-weighted median; fixed valued impulses; impulse noise removal; locally obtained statistics; noise detection framework; pixel; random-valued impulses; rank-conditioned median; rank-ordered mean filter; simulations; thresholds; Adaptive filters; Design engineering; Digital filters; Digital images; Filtering; Low pass filters; Noise reduction; Nonlinear filters; Signal to noise ratio; Statistics;
Conference_Titel :
Industrial Technology, 2002. IEEE ICIT '02. 2002 IEEE International Conference on
Print_ISBN :
0-7803-7657-9
DOI :
10.1109/ICIT.2002.1189304