DocumentCode
3473438
Title
Color-image decomposition utilizing inter-channel color cross-correlations with its application to denoising
Author
Saito, Takahiro ; Aizawa, Haruya ; Fujii, Nobuhiro ; Komatsu, Takashi
Author_Institution
Dept. of E&I Frontiers, Kanagawa Univ., Yokohama, Japan
fYear
2009
fDate
7-10 Nov. 2009
Firstpage
1617
Lastpage
1620
Abstract
This paper extends the BV-L1 variational nonlinear image-decomposition approach, useful for image processing, to a genuine color-image decomposition approach. For utilizing inter-channel color cross-correlations, we introduce TV norms of color differences and TV norms of color sums into the BV-L1 energy functionals to be minimized, and then derive denoising-type decomposition-algorithm with an over-complete wavelet transform, by applying the Besov-norm approximation to the variational problem. Our method decomposes a noisy color image without producing undesirable low-frequency colored artifacts in its separated BV-component, and achieves desirable high-quality color-image decomposition, robust against colored random noise. We apply our decomposition method to color-image denoising.
Keywords
image colour analysis; image denoising; variational techniques; wavelet transforms; BV-L1 variational nonlinear image-decomposition approach; Besov-norm approximation; TV norms; color image decomposition; color-image denoising; colored random noise; image processing; interchannel color cross-correlations; over-complete wavelet transform; Color; Colored noise; Image processing; Image texture; Low-frequency noise; Noise reduction; Noise robustness; TV; Wavelet domain; Wavelet transforms; Color-image processing; denoising; shrinkage; variational problem; wavelet transform;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location
Cairo
ISSN
1522-4880
Print_ISBN
978-1-4244-5653-6
Electronic_ISBN
1522-4880
Type
conf
DOI
10.1109/ICIP.2009.5413386
Filename
5413386
Link To Document