DocumentCode :
2493214
Title :
Impulse noise removal in highly corrupted color images
Author :
Cheikh, Faouzi Alaya ; Hamila, Ridha ; Gabbouj, Moncef ; Astola, Jaakko
Author_Institution :
Signal Process. Lab., Tampere Univ. of Technol., Finland
Volume :
1
fYear :
1996
fDate :
16-19 Sep 1996
Firstpage :
997
Abstract :
We present a novel and efficient technique for the restoration of color images which are highly corrupted with impulse noise. This is a detection-estimation based approach in which outliers are first detected using a Teager-like operator followed by a locally adaptive threshold. Center pixels whose “energy” exceeds some threshold are replaced with the local marginal median. Simulation results show the superior performance of the proposed filtering algorithm compared to the renowned vector median (VM) and generalized vector directional filter (GVDF), which are commonly used for color image restoration. Monte Carlo simulations show the edge preservation and impulse noise attenuation capabilities of the proposed technique. The efficiency of the algorithm stems from its simple arithmetic operations compared with more demanding ones, e.g. computation of distances and angles in the case of VMF and GVDF, respectively
Keywords :
filtering theory; image colour analysis; image restoration; signal detection; Monte Carlo simulations; Teager-like operator; algorithm efficiency; arithmetic operations; center pixels; color image restoration; corrupted color images; detection-estimation based approach; edge preservation; filtering algorithm; generalized vector directional filter; impulse noise attenuation; impulse noise removal; local marginal median; locally adaptive threshold; outliers; performance; simulation results; vector median filter; Color; Colored noise; Filtering algorithms; Filters; Image restoration; Information technology; Laboratories; Signal processing; Signal restoration; Virtual manufacturing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 1996. Proceedings., International Conference on
Conference_Location :
Lausanne
Print_ISBN :
0-7803-3259-8
Type :
conf
DOI :
10.1109/ICIP.1996.559669
Filename :
559669
Link To Document :
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