DocumentCode
595393
Title
Battle-Lemarie wavelet pyramid for improved GSM image denoising
Author
Mudugamuwa, D.J. ; Xiangjian He ; Wenjing Jia
Author_Institution
Centre for Innovation in IT Services & Applic., Univ. of Technol. Sydney, Sydney, NSW, Australia
fYear
2012
fDate
11-15 Nov. 2012
Firstpage
3156
Lastpage
3159
Abstract
Removing noise from a digital image is a challenging problem. Application of Gaussian Scale Mixtures (GSM) in the wavelet domain has been reported to be one of the most effective denoising algorithms, published to date. The performance of this algorithm depends on the chosen wavelet representation. In this paper, we introduce an improved wavelet pyramid representation based on the Battle-Lemarie wavelet which favors the GSM denoising performance. We present the experimental denoising results using the proposed pyramid representation, and they outperform state-of-the-art GSM denoising results reported in the literature.
Keywords
Gaussian processes; image denoising; image representation; wavelet transforms; Battle-Lemarie wavelet pyramid; GSM; Gaussian scale mixture; image denoising; improved wavelet pyramid representation; wavelet representation; Frequency response; GSM; Image denoising; Noise; Noise reduction; Wavelet transforms;
fLanguage
English
Publisher
ieee
Conference_Titel
Pattern Recognition (ICPR), 2012 21st International Conference on
Conference_Location
Tsukuba
ISSN
1051-4651
Print_ISBN
978-1-4673-2216-4
Type
conf
Filename
6460834
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