DocumentCode :
1376808
Title :
Removal of random-valued impulsive noise from corrupted images
Author :
Civicioglu, Pinar
Author_Institution :
Dept. of Aircraft Electrics & Electron., Erciyes Univ., Kayseri, Turkey
Volume :
55
Issue :
4
fYear :
2009
fDate :
11/1/2009 12:00:00 AM
Firstpage :
2097
Lastpage :
2104
Abstract :
This paper presents a novel method for the suppression of random-valued impulsive noise from corrupted images. The proposed method is composed of an efficient noise detector and a pixel-restoration operator. The noise detector has been used to discriminate the uncorrupted pixels from the corrupted pixels. The noise-free intensity values of the corrupted pixels have been computed by using triangle-based linear interpolation and the values of tuning parameters of the proposed method have been optimized with differential evolution algorithm. Extensive simulation experiments indicate that the proposed method significantly outperforms all of the comparison methods mentioned in this paper. The success of the proposed method over comparison methods is due to its excellent detail preservation performance independent from the level of noise density.
Keywords :
image processing; impulse noise; interference suppression; interpolation; tuning; corrupted images; differential evolution algorithm; linear interpolation; noise density level; noise detector; noise-free intensity values; pixel-restoration operator; random-valued impulsive noise suppression; tuning parameters; Aerospace electronics; Detectors; Electromagnetic interference; Filtering; Image processing; Image restoration; Image storage; Interpolation; Nonlinear filters; Pixel; Random-Valued Impulsive Noise, Triangle-Based Linear Interpolation, Differential Evolution.;
fLanguage :
English
Journal_Title :
Consumer Electronics, IEEE Transactions on
Publisher :
ieee
ISSN :
0098-3063
Type :
jour
DOI :
10.1109/TCE.2009.5373774
Filename :
5373774
Link To Document :
بازگشت