Restoration of retinal images with space-variant blur
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985556%3A_____%2F14%3A00424586" target="_blank" >RIV/67985556:_____/14:00424586 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1117/1.JBO.19.1.016023" target="_blank" >http://dx.doi.org/10.1117/1.JBO.19.1.016023</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1117/1.JBO.19.1.016023" target="_blank" >10.1117/1.JBO.19.1.016023</a>
Alternative languages
Result language
angličtina
Original language name
Restoration of retinal images with space-variant blur
Original language description
Retinal images are essential clinical resources for the diagnosis of retinopathy and many other ocular diseases. Because of improper acquisition conditions or inherent optical aberrations in the eye, the images are often degraded with blur. In many common cases, the blur varies across the field of view. Most image deblurring algorithms assume a space-invariant blur, which fails in the presence of space-variant (SV) blur. In this work, we propose an innovative strategy for the restoration of retinal images in which we consider the blur to be both unknown and SV. We model the blur by a linear operation interpreted as a convolution with a point-spread function (PSF) that changes with the position in the image. To achieve an artifact-free restoration, we propose a framework for a robust estimation of the SV PSF based on an eye-domain knowledge strategy. The restoration method was tested on artificially and naturally degraded retinal images. The results show an important enhance- ment, sign
Czech name
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Czech description
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Classification
Type
J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)
CEP classification
JD - Use of computers, robotics and its application
OECD FORD branch
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Result continuities
Project
<a href="/en/project/GA13-29225S" target="_blank" >GA13-29225S: Image Blind Deconvolution in Demanding Conditions</a><br>
Continuities
I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2014
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Journal of Biomedical Optics
ISSN
1083-3668
e-ISSN
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Volume of the periodical
19
Issue of the periodical within the volume
1
Country of publishing house
US - UNITED STATES
Number of pages
12
Pages from-to
016023-1-016023-12
UT code for WoS article
000331892700055
EID of the result in the Scopus database
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