Automatic Extraction of Blood Vessels in the Retinal Vascular Tree Using Multiscale Medialness
Identifieur interne : 000274 ( Main/Exploration ); précédent : 000273; suivant : 000275Automatic Extraction of Blood Vessels in the Retinal Vascular Tree Using Multiscale Medialness
Auteurs : Mariem Ben Abdallah [Tunisie] ; Jihene Malek [Tunisie] ; Ahmad Taher Azar [Égypte] ; Philippe Montesinos [France] ; Hafedh Belmabrouk [Tunisie] ; Julio Esclarín Monreal [Espagne] ; Karl Krissian [Espagne]Source :
- International Journal of Biomedical Imaging [ 1687-4188 ] ; 2015.
Abstract
We propose an algorithm for vessel extraction in retinal images. The first step consists of applying anisotropic diffusion filtering in the initial vessel network in order to restore disconnected vessel lines and eliminate noisy lines. In the second step, a multiscale line-tracking procedure allows detecting all vessels having similar dimensions at a chosen scale. Computing the individual image maps requires different steps. First, a number of points are preselected using the eigenvalues of the Hessian matrix. These points are expected to be near to a vessel axis. Then, for each preselected point, the response map is computed from gradient information of the image at the current scale. Finally, the multiscale image map is derived after combining the individual image maps at different scales (sizes). Two publicly available datasets have been used to test the performance of the suggested method. The main dataset is the STARE project's dataset and the second one is the DRIVE dataset. The experimental results, applied on the STARE dataset, show a maximum accuracy average of around 94.02%. Also, when performed on the DRIVE database, the maximum accuracy average reaches 91.55%.
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DOI: 10.1155/2015/519024
PubMed: 25977682
PubMed Central: 4421077
Affiliations:
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last="Malek">Jihene Malek</name><affiliation wicri:level="1"><nlm:aff id="I1">Faculty of Sciences, Electronics and Microelectronics Laboratory, Monastir University, 5019 Monastir, Tunisia</nlm:aff><country xml:lang="fr">Tunisie</country><wicri:regionArea>Faculty of Sciences, Electronics and Microelectronics Laboratory, Monastir University, 5019 Monastir</wicri:regionArea></affiliation></author><author><name sortKey="Azar, Ahmad Taher" sort="Azar, Ahmad Taher" uniqKey="Azar A" first="Ahmad Taher" last="Azar">Ahmad Taher Azar</name><affiliation wicri:level="1"><nlm:aff id="I2">Faculty of Computers and Information, Benha University, Benha 13511, Egypt</nlm:aff><country xml:lang="fr">Égypte</country><wicri:regionArea>Faculty of Computers and Information, Benha University, Benha 13511</wicri:regionArea></affiliation></author><author><name sortKey="Montesinos, Philippe" sort="Montesinos, Philippe" uniqKey="Montesinos P" first="Philippe" last="Montesinos">Philippe Montesinos</name><affiliation wicri:level="1"><nlm:aff id="I3">Institute of Mines and Ales, Laboratory of Computer and Production Engineering, 30319 Alès, France</nlm:aff><country xml:lang="fr">France</country><wicri:regionArea>Institute of Mines and Ales, Laboratory of Computer and Production Engineering, 30319 Alès</wicri:regionArea></affiliation></author><author><name sortKey="Belmabrouk, Hafedh" sort="Belmabrouk, Hafedh" uniqKey="Belmabrouk H" first="Hafedh" last="Belmabrouk">Hafedh Belmabrouk</name><affiliation wicri:level="1"><nlm:aff id="I1">Faculty of Sciences, Electronics and Microelectronics Laboratory, Monastir University, 5019 Monastir, Tunisia</nlm:aff><country xml:lang="fr">Tunisie</country><wicri:regionArea>Faculty of Sciences, Electronics and Microelectronics Laboratory, Monastir University, 5019 Monastir</wicri:regionArea></affiliation></author><author><name sortKey="Esclarin Monreal, Julio" sort="Esclarin Monreal, Julio" uniqKey="Esclarin Monreal J" first="Julio" last="Esclarín Monreal">Julio Esclarín Monreal</name><affiliation wicri:level="1"><nlm:aff id="I4">Imaging Technology Center (CTIM), Las Palmas-Gran Canaria University, 35017 Las Palmas de Gran Canaria, Spain</nlm:aff><country xml:lang="fr">Espagne</country><wicri:regionArea>Imaging Technology Center (CTIM), Las Palmas-Gran Canaria University, 35017 Las Palmas de Gran Canaria</wicri:regionArea></affiliation></author><author><name sortKey="Krissian, Karl" sort="Krissian, Karl" uniqKey="Krissian K" first="Karl" last="Krissian">Karl Krissian</name><affiliation wicri:level="1"><nlm:aff id="I4">Imaging Technology Center (CTIM), Las Palmas-Gran Canaria University, 35017 Las Palmas de Gran Canaria, Spain</nlm:aff><country xml:lang="fr">Espagne</country><wicri:regionArea>Imaging Technology Center (CTIM), Las Palmas-Gran Canaria University, 35017 Las Palmas de Gran Canaria</wicri:regionArea></affiliation></author></analytic><series><title level="j">International Journal of Biomedical Imaging</title><idno type="ISSN">1687-4188</idno><idno type="eISSN">1687-4196</idno><imprint><date when="2015">2015</date></imprint></series></biblStruct></sourceDesc></fileDesc><profileDesc><textClass></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en"><p>We propose an algorithm for vessel extraction in retinal images. The first step consists of applying anisotropic diffusion filtering in the initial vessel network in order to restore disconnected vessel lines and eliminate noisy lines. In the second step, a multiscale line-tracking procedure allows detecting all vessels having similar dimensions at a chosen scale. Computing the individual image maps requires different steps. First, a number of points are preselected using the eigenvalues of the Hessian matrix. These points are expected to be near to a vessel axis. Then, for each preselected point, the response map is computed from gradient information of the image at the current scale. Finally, the multiscale image map is derived after combining the individual image maps at different scales (sizes). Two publicly available datasets have been used to test the performance of the suggested method. The main dataset is the STARE project's dataset and the second one is the DRIVE dataset. 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Bhalerao</name></author><author><name sortKey="Wilson, R" uniqKey="Wilson R">R. Wilson</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Witkin, A P" uniqKey="Witkin A">A. P. Witkin</name></author></analytic></biblStruct></listBibl></div1></back></TEI><affiliations><list><country><li>Espagne</li><li>France</li><li>Tunisie</li><li>Égypte</li></country></list><tree><country name="Tunisie"><noRegion><name sortKey="Ben Abdallah, Mariem" sort="Ben Abdallah, Mariem" uniqKey="Ben Abdallah M" first="Mariem" last="Ben Abdallah">Mariem Ben Abdallah</name></noRegion><name sortKey="Belmabrouk, Hafedh" sort="Belmabrouk, Hafedh" uniqKey="Belmabrouk H" first="Hafedh" last="Belmabrouk">Hafedh Belmabrouk</name><name sortKey="Malek, Jihene" sort="Malek, Jihene" uniqKey="Malek J" first="Jihene" last="Malek">Jihene Malek</name></country><country name="Égypte"><noRegion><name sortKey="Azar, Ahmad Taher" sort="Azar, Ahmad Taher" uniqKey="Azar A" first="Ahmad Taher" last="Azar">Ahmad Taher Azar</name></noRegion></country><country name="France"><noRegion><name sortKey="Montesinos, Philippe" sort="Montesinos, Philippe" uniqKey="Montesinos P" first="Philippe" last="Montesinos">Philippe Montesinos</name></noRegion></country><country name="Espagne"><noRegion><name sortKey="Esclarin Monreal, Julio" sort="Esclarin Monreal, Julio" uniqKey="Esclarin Monreal J" first="Julio" last="Esclarín Monreal">Julio Esclarín Monreal</name></noRegion><name sortKey="Krissian, Karl" sort="Krissian, Karl" uniqKey="Krissian K" first="Karl" last="Krissian">Karl Krissian</name></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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