DocumentCode :
3490936
Title :
Iterative soft color-shrinkage for color-image denoising
Author :
Saito, Takahiro ; Fujii, Nobuhiro ; Komatsu, Takashi
Author_Institution :
Dept. of E&I Frontiers, Kanagawa Univ., Yokohama, Japan
fYear :
2009
fDate :
7-10 Nov. 2009
Firstpage :
3837
Lastpage :
3840
Abstract :
To remove signal-dependent noise of a digital color camera, we present a new soft color-shrinkage scheme for color-image denoising in a wavelet transform domain. The classic soft-shrinkage scheme works well for monochrome-image denoising; to utilize inter-channel color cross-correlations, a noisy image undergoes the color-transformation from the RGB to the luminance-and-chrominance color space, and the luminance and the chrominance components are separately denoised. However, this color-denoising approach cannot cope with actual signal-dependent noise. To utilize the noise´s signal-dependencies, we present an iterative soft color-shrinkage scheme where the inter-channel color cross-correlations are directly utilized in the RGB color space, and theoretically study its convergence property. Our color-shrinkage scheme alleviates denoising artifacts, and improves picture quality of denoised images.
Keywords :
image colour analysis; image denoising; iterative methods; wavelet transforms; color-image denoising; digital color camera; inter-channel color cross-correlations; iterative soft color-shrinkage; signal-dependent noise removal; wavelet transform; Additive noise; Color; Colored noise; Digital cameras; Gaussian noise; Low-frequency noise; Noise cancellation; Noise reduction; Wavelet domain; Wavelet transforms; Color-image processing; denoising; non-expansive mapping; shrinkage; 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.2009.5414246
Filename :
5414246
Link To Document :
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