• DocumentCode
    1907648
  • Title

    A multiscale retinex with low computational cost

  • Author

    Kawasaki, Keisuke ; Taguchi, Akira

  • Author_Institution
    Dept. of Med. Eng., Tokyo City Univ., Tokyo, Japan
  • fYear
    2013
  • fDate
    4-6 Sept. 2013
  • Firstpage
    787
  • Lastpage
    790
  • Abstract
    In this paper, we propose a multi-scale retinex (MSR) in the wavelet transformation domain. Retinex method mainly of two steps: estimation and normalization of illumination. Illumination has only low-frequency components. The estimation of illumination can be performed by using the coarse component in the wavelet expansion of input image. Therefore, high-frequency components in the wavelet expansion are preserved. The proposed Retinex can preserve the high-frequency components of the input image, and get a better enhanced image compared to the output of standard MSR. The output of standard MSR is a weighted sum of several different SSR outputs. Thus, the MSR algorithm has still heavy processing to deal such as motion pictures because of Gaussian filter with wide surround space is used. On the other hand, in our method, Gaussian filtering is applied to half or quarter the size of original image. Furthermore, the surround space of Gaussian filter can be set small. Thus, the computational cost is only 1% of the standard MSR.
  • Keywords
    Gaussian processes; image enhancement; image motion analysis; lighting; wavelet transforms; Gaussian filter; SSR outputs; enhanced image; illumination estimation; illumination normalization; low computational cost; low-frequency components; motion pictures; multiscale retinex; retinex method; standard MSR; wavelet expansion; wavelet transformation domain; wide surround space; Computational efficiency; Filtering theory; Indexes; Lighting; Standards; Wavelet transforms; computational cost; contrast enhancement; multiscale retinex; wavelet transformation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications and Information Technologies (ISCIT), 2013 13th International Symposium on
  • Conference_Location
    Surat Thani
  • Print_ISBN
    978-1-4673-5578-0
  • Type

    conf

  • DOI
    10.1109/ISCIT.2013.6645968
  • Filename
    6645968