• DocumentCode
    1843998
  • Title

    Online blind deconvolution for astronomical imaging

  • Author

    Harmeling, Stefan ; Hirsch, Michael ; Sra, Suvrit ; Schölkopf, Berhard

  • Author_Institution
    Max Planck Inst. for Biol. Cybern., Tubingen, Germany
  • fYear
    2009
  • fDate
    16-17 April 2009
  • Firstpage
    1
  • Lastpage
    7
  • Abstract
    Atmospheric turbulences blur astronomical images taken by earth-based telescopes. Taking many short-time exposures in such a situation provides noisy images of the same object, where each noisy image has a different blur. Commonly astronomers apply a technique called “Lucky Imaging” that selects a few of the recorded frames that fulfill certain criteria, such as reaching a certain peak intensity (“Strehl ratio”). The selected frames are then averaged to obtain a better image. In this paper we introduce and analyze a new method that exploits all the frames and generates an improved image in an online fashion. Our initial experiments with controlled artificial data and real-world astronomical datasets yields promising results.
  • Keywords
    astronomical image processing; astronomical telescopes; atmospheric turbulence; blind source separation; deconvolution; image restoration; Lucky Imaging; astronomical imaging; atmospheric turbulence; earth-based telescopes; image deblurring; image noise; online blind deconvolution; Yttrium;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Photography (ICCP), 2009 IEEE International Conference on
  • Conference_Location
    San Francisco, CA
  • Print_ISBN
    978-1-4244-4534-9
  • Electronic_ISBN
    978-1-4244-4533-2
  • Type

    conf

  • DOI
    10.1109/ICCPHOT.2009.5559014
  • Filename
    5559014