Title of article :
Real-time restoration of images degraded by uniform motion blur in foveal active vision systems
Author/Authors :
Giorgio Bonmassar، نويسنده , , G.، نويسنده , , Schwartz، نويسنده , , E.L.، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 1999
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 aWiener 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.
Journal title :
IEEE TRANSACTIONS ON IMAGE PROCESSING
Journal title :
IEEE TRANSACTIONS ON IMAGE PROCESSING