• DocumentCode
    3533682
  • Title

    Initial results in underwater single image dehazing

  • Author

    Carlevaris-Bianco, N. ; Mohan, A. ; Eustice, Ryan M.

  • Author_Institution
    Dept. of Electr. Eng. & Comput. Sci., Univ. of Michigan, Ann Arbor, MI, USA
  • fYear
    2010
  • fDate
    20-23 Sept. 2010
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    As light is transmitted from subject to observer it is absorbed and scattered by the medium it passes through. In mediums with large suspended particles, such as fog or turbid water, the effect of scattering can drastically decrease the quality of images. In this paper we present an algorithm for removing the effects of light scattering, referred to as dehazing, in underwater images. Our key contribution is to propose a simple, yet effective, prior that exploits the strong difference in attenuation between the three image color channels in water to estimate the depth of the scene. We then use this estimate to reduce the spatially varying effect of haze in the image. Our method works with a single image and does not require any specialized hardware or prior knowledge of the scene. As a by-product of the dehazing process, an up-to-scale depth map of the scene is produced. We present results over multiple real underwater images and over a controlled test set where the target distance and true colors are known.
  • Keywords
    image colour analysis; light scattering; light transmission; underwater optics; image color channels; image dehazing; light absorbtion; light scattering; light transmision; suspended particles; underwater images; Atmospheric modeling; Attenuation; Estimation; Image color analysis; Pixel; Scattering; Wheels;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    OCEANS 2010
  • Conference_Location
    Seattle, WA
  • Print_ISBN
    978-1-4244-4332-1
  • Type

    conf

  • DOI
    10.1109/OCEANS.2010.5664428
  • Filename
    5664428