• 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