DocumentCode
1671318
Title
On the efficiency of random walk approach to noise reduction in color images
Author
Smolka, B. ; Szczepanski, M. ; Plataniotis, K.N. ; Venetsanopoulos, A.N.
Author_Institution
Dept. of Autom. Control, Silesian Univ. of Technol., Gliwice, Poland
Volume
3
fYear
2001
fDate
6/23/1905 12:00:00 AM
Firstpage
138
Abstract
We propose a new algorithm of noise reduction in color images. The new technique of multichannel image enhancement is capable of reducing impulse and Gaussian noise and it outperforms the basic methods based on vector median used for noise reduction in color images. A new smoothing operator, based on a random walk model and on a fuzzy similarity measure between pixels connected by a digital geodesic path is introduced. The efficiency of the proposed method was tested on the standard color images using the widely used objective image quality
Keywords
Gaussian noise; differential geometry; fuzzy set theory; image colour analysis; image enhancement; impulse noise; nonlinear filters; randomised algorithms; smoothing methods; Gaussian noise; color images; digital geodesic path; fuzzy similarity measure; image quality measures; impulse noise; multichannel image enhancement; noise reduction; nonlinear filters; random walk model; smoothing operator; Color; Filtering; Filters; Gaussian noise; Image enhancement; Level measurement; Measurement standards; Noise reduction; Smoothing methods; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location
Thessaloniki
Print_ISBN
0-7803-6725-1
Type
conf
DOI
10.1109/ICIP.2001.958070
Filename
958070
Link To Document