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
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