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Improving the blind restoration of retinal images by means of point-spread-function estimation assessment

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985556%3A_____%2F15%3A00442676" target="_blank" >RIV/67985556:_____/15:00442676 - isvavai.cz</a>

  • Result on the web

    <a href="http://dx.doi.org/10.1117/12.2073820" target="_blank" >http://dx.doi.org/10.1117/12.2073820</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1117/12.2073820" target="_blank" >10.1117/12.2073820</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Improving the blind restoration of retinal images by means of point-spread-function estimation assessment

  • Original language description

    Retinal images often suffer from blurring which hinders disease diagnosis and progression assessment. The restoration of the images is carried out by means of blind deconvolution, but the success of the restoration depends on the correct estimation of the point-spread-function (PSF) that blurred the image. The restoration can be space-invariant or space-variant. Because a retinal image has regions without texture or sharp edges, the blind PSF estimation may fail. In this paper we propose a strategy forthe correct assessment of PSF estimation in retinal images for restoration by means of space-invariant or space-variant blind deconvolution. Our method is based on a decomposition in Zernike coe cients of the estimated PSFs to identify valid PSFs. This signicantly improves the quality of the image restoration revealed by the increased visibility of small details like small blood vessels and by the lack of restoration artifacts.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JD - Use of computers, robotics and its application

  • OECD FORD branch

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

    2015

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Proceedings of 10th International Seminar on Medical Information Processing and Analysis (SIPAIM) 2014

  • ISBN

    978-1-62841-362-5

  • ISSN

    0277-786X

  • e-ISSN

  • Number of pages

    6

  • Pages from-to

  • Publisher name

    SPIE

  • Place of publication

    Washington

  • Event location

    Cartagena de Indias

  • Event date

    Oct 10, 2014

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article

    000349328300046