• DocumentCode
    2589695
  • Title

    When does a camera see rain?

  • Author

    Garg, Kshitiz ; Nayar, Shree K.

  • Author_Institution
    Dept. of Comput. Sci., Columbia Univ., New York, NY
  • Volume
    2
  • fYear
    2005
  • fDate
    17-21 Oct. 2005
  • Firstpage
    1067
  • Abstract
    Rain produces sharp intensity fluctuations in images and videos, which degrade the performance of outdoor vision systems. These intensity fluctuations depend on various factors, such as the camera parameters, the properties of rain, and the brightness of the scene. We show that the properties of rain - its small drop size, high velocity, and low density - make its visibility strongly dependent on camera parameters such as exposure time and depth of field. We show that these parameters can be selected so as to reduce or even remove the effects of rain without altering the appearance of the scene. Conversely, the parameters of a camera can also be set to enhance the visual effects of rain. This can be used to develop an inexpensive and portable camera-based rain gauge that provides instantaneous rain rate measurements. The proposed methods serve to make vision algorithms more robust to rain without any necessity for post-processing. In addition, they can be used to control the visual effects of rain during the filming of movies
  • Keywords
    cameras; computer vision; natural scenes; rain; camera parameters; camera-based rain gauge; outdoor vision systems; rain visual effects; sharp intensity fluctuations; Brightness; Cameras; Degradation; Fluctuations; Layout; Machine vision; Rain; Robustness; Videos; Visual effects;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision, 2005. ICCV 2005. Tenth IEEE International Conference on
  • Conference_Location
    Beijing
  • ISSN
    1550-5499
  • Print_ISBN
    0-7695-2334-X
  • Type

    conf

  • DOI
    10.1109/ICCV.2005.253
  • Filename
    1544839