• DocumentCode
    1272092
  • Title

    Real-time restoration of images degraded by uniform motion blur in foveal active vision systems

  • Author

    Bonmassar, Giorgio ; Schwartz, Eric L.

  • Author_Institution
    Harvard MGH-NMR Centrer, Chadestown, MA, USA
  • Volume
    8
  • Issue
    12
  • fYear
    1999
  • fDate
    12/1/1999 12:00:00 AM
  • Firstpage
    1838
  • Lastpage
    1842
  • Abstract
    Foveated, log-polar, or space-variant image architectures provide a high resolution and wide field workspace, while providing a small pixel computation load. These characteristics are ideal for mobile robotic and active vision applications, but have been little used due to the general lack of image processing tools that are applicable to the log-polar coordinate system. Recently, we have described a generalization of the Fourier transform (the fast exponential chirp transform), which allows frame-rate computation of full-field two-dimensional (2-D) frequency transforms directly in log-polar coordinates. In the present work, we show that is possible to achieve full-frame image de-blur at frame rate on a standard “PC” platform, using these methods, we illustrate this idea with a Wiener filter based restoration technique. The main contribution of this note is the implementation of (space-variant) image de-blur directly in log-polar coordinates, using the exponential chirp transform. The results show reasonable quality of de-blur, and suggest that these methods are relevant to applications in mobile image processing platforms in which real-time motion deblur is important, and for which it is not desirable to use extensive or custom fabricated hardware
  • Keywords
    Wiener filters; active vision; fast Fourier transforms; image restoration; real-time systems; Fourier transform; Wiener filter based restoration technique; fast exponential chirp transform; foveal active vision systems; frame-rate computation; full-field two-dimensional frequency transforms; full-frame image de-blur; high resolution; image processing tools; image restoration; log-polar image architectures; mobile image processing platforms; mobile robotic applications; real-time restoration; small pixel computation load; space-variant image architectures; uniform motion blur; wide field workspace; Chirp; Computer architecture; Degradation; Fast Fourier transforms; Image processing; Image resolution; Image restoration; Mobile robots; Pixel; Robot kinematics;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/83.806631
  • Filename
    806631