Repository logo
 
Publication

Two-dimensional segmentation of the retinal vascular network from optical coherence tomography

dc.contributor.authorRodrigues, Pedro
dc.contributor.authorGuimarães, Pedro
dc.contributor.authorSantos, Torcato
dc.contributor.authorSimão, Sílvia
dc.contributor.authorMiranda, Telmo
dc.contributor.authorSerranho, Pedro
dc.contributor.authorBernardes, Rui
dc.date.accessioned2015-04-30T14:26:24Z
dc.date.available2015-04-30T14:26:24Z
dc.date.issued2013
dc.date.updated2015-02-25T16:48:37Z
dc.description.abstractThe automatic segmentation of the retinal vascular network from ocular fundus images has been performed by several research groups. Although different approaches have been proposed for traditional imaging modalities, only a few have addressed this problem for optical coherence tomography (OCT). Furthermore, these approaches were focused on the optic nerve head region. Compared to color fundus photography and fluorescein angiography, two-dimensional ocular fundus reference images computed from three-dimensional OCT data present additional problems related to system lateral resolution, image contrast, and noise. Specifically, the combination of system lateral resolution and vessel diameter in the macular region renders the process particularly complex, which might partly explain the focus on the optic disc region. In this report, we describe a set of features computed from standard OCT data of the human macula that are used by a supervised-learning process (support vector machines) to automatically segment the vascular network. For a set of macular OCT scans of healthy subjects and diabetic patients, the proposed method achieves 98% accuracy, 99% specificity, and 83% sensitivity. This method was also tested on OCT data of the optic nerve head region achieving similar results.por
dc.identifier.citationRodrigues, Pedro [et al.] - Two-dimensional segmentation of the retinal vascular network from optical coherence tomography. "Journal of Biomedical Optics" [Em linha]. ISSN 1083-3668 (Print) 1560-2281 (Online). Vol. 18 nº 12 (2013), 12 p.por
dc.identifier.doi1560-2281
dc.identifier.doi10.1117/1.JBO.18.12.126011
dc.identifier.issn1083-3668
dc.identifier.urihttp://hdl.handle.net/10400.2/3909
dc.language.isoporpor
dc.peerreviewedyespor
dc.titleTwo-dimensional segmentation of the retinal vascular network from optical coherence tomographypor
dc.typejournal article
dspace.entity.typePublication
oaire.citation.endPage12por
oaire.citation.startPage1por
oaire.citation.titleJournal of Biomedical Opticspor
person.familyNameSerranho
person.familyNameDias Cortesão dos Santos Bernardes
person.givenNamePedro
person.givenNameRui Manuel
person.identifierM-4231-2013
person.identifier.ciencia-id031F-5D62-E6EC
person.identifier.ciencia-idDB19-B18E-690C
person.identifier.orcid0000-0003-2176-3923
person.identifier.orcid0000-0002-6677-2754
person.identifier.scopus-author-id7004634386
rcaap.rightsopenAccesspor
rcaap.typearticlepor
relation.isAuthorOfPublicationc7f6eb4c-c743-4b38-83f5-70796c0851ca
relation.isAuthorOfPublicationbf19e69a-da7f-4286-94e2-34acaacb4dda
relation.isAuthorOfPublication.latestForDiscoveryc7f6eb4c-c743-4b38-83f5-70796c0851ca

Files

Original bundle
Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
Rodrigues2013a.pdf
Size:
3.66 MB
Format:
Adobe Portable Document Format
License bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
license.txt
Size:
1.97 KB
Format:
Item-specific license agreed upon to submission
Description: