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
Link To Document