DocumentCode :
770165
Title :
Restoration of retinal images obtained through cataracts
Author :
Peli, Eli ; Peli, Tamar
Author_Institution :
Eye Res. Inst. of Retina Found., Boston, MA, USA
Volume :
8
Issue :
4
fYear :
1989
fDate :
12/1/1989 12:00:00 AM
Firstpage :
401
Lastpage :
406
Abstract :
An optical model for imaging the retina through cataracts has been developed. The images are treated as sample functions of stochastic processes. On the basis of the model a homomorphic Weiner filter can be designed that will optimally restore the cataractous image (in the mean-square-error sense). The design of the filter requires a priori knowledge of the statistics of either the cataract transmittance function or the noncataractous image. The cataract transmittance function, assumed to be low pass in nature, can be estimated from the cataractous image of the retina. The statistics of the noncataractous image can be estimated using an old, precataractous photograph of the same retina, which is frequently available. Various modes of this restoration concept were applied to clinical photographs and found to be effective. The best results were obtained with short-space enhancement using averaged short-space estimates of the spectra of the two images
Keywords :
eye; photographic applications; picture processing; vision defects; cataract transmittance function; clinical photographs; homomorphic Weiner filter; medical diagnostic imaging; optical model; retinal images restoration; short-space enhancement; stochastic processes; Diseases; Image restoration; Optical films; Optical filters; Optical imaging; Optical scattering; Optical sensors; Retina; Statistics; Wiener filter;
fLanguage :
English
Journal_Title :
Medical Imaging, IEEE Transactions on
Publisher :
ieee
ISSN :
0278-0062
Type :
jour
DOI :
10.1109/42.41493
Filename :
41493
Link To Document :
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