• DocumentCode
    248653
  • Title

    Noise bias compensation of tone mapped noisy image

  • Author

    Iwahashi, Masahiro ; Kiya, Hitoshi

  • Author_Institution
    Nagaoka Univ. of Technol., Nagaoka, Japan
  • fYear
    2014
  • fDate
    27-30 Oct. 2014
  • Firstpage
    2654
  • Lastpage
    2658
  • Abstract
    This paper proposes a de-noising method especially for a biased noise. Even though a noise is assumed to have zero mean, an image processing such as tone mapping alters this property. Firstly, a precise estimation of the noise bias caused by a tone mapping function is derived considering discontinuity of a general form of the tone mapping. Secondly, a method of compensating the noise bias is introduced investigating estimation from observed noisy pixel values. Thirdly, the derived estimation is applied not only to compensate the noise bias, but also to reduce variance of the biased noise. Finally, significance of the proposed method is evaluated using HDR images in combination with a non-local mean filter.
  • Keywords
    image denoising; image filtering; HDR images; biased noise variance; denoising method; high dynamic range image; image processing; noise bias compensation; noise bias estimation; noisy pixel values; nonlocal mean filter; tone mapped noisy image; tone mapping function; zero mean; Estimation; Image quality; Noise measurement; PSNR; Probability density function; HDR; filter; image; mapping; noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2014 IEEE International Conference on
  • Conference_Location
    Paris
  • Type

    conf

  • DOI
    10.1109/ICIP.2014.7025537
  • Filename
    7025537