KŘESŤANOVÁ, Alice, Jan KUBÍČEK, Juraj TIMKOVIČ, Marek PENHAKER, David OCZKA and Jan VAŇUŠ. Modeling and extraction of retinal blood vessels from RetCam 3 based on morphological segmentation. Online. In Maciej Huk, Marcin Maleszka, Edward Szczerbicki. Intelligent Information and Database Systems: Recent Developments. Switzerland: Springer, Cham, 2019, p. 255-263. SCI, volume 830. ISBN 978-3-030-14132-5. Available from: https://dx.doi.org/10.1007/978-3-030-14132-5.
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Basic information
Original name Modeling and extraction of retinal blood vessels from RetCam 3 based on morphological segmentation
Authors KŘESŤANOVÁ, Alice, Jan KUBÍČEK, Juraj TIMKOVIČ, Marek PENHAKER, David OCZKA and Jan VAŇUŠ.
Edition Switzerland, Intelligent Information and Database Systems: Recent Developments, p. 255-263, 9 pp. SCI, volume 830, 2019.
Publisher Springer, Cham
Other information
Original language English
Type of outcome Chapter(s) of a specialized book
Field of Study 30207 Ophthalmology
Country of publisher Switzerland
Confidentiality degree is not subject to a state or trade secret
Publication form electronic version available online
WWW URL
Organization unit Faculty of Medicine
ISBN 978-3-030-14132-5
Doi http://dx.doi.org/10.1007/978-3-030-14132-5
Keywords in English Retina, Morphological segmentation, Detection, Blood vessels, Retinopathy of prematurity, Comparison, RetCam 3, MATLAB
Tags topvydavatel
Tags International impact, Reviewed
Changed by Changed by: Mgr. Tereza Miškechová, učo 341652. Changed: 24/4/2020 10:33.
Abstract
This paper deals with the analysis and modeling of the retinal blood vessels system. The aim of the analysis is the design and implementation of a fully automated segmentation model based on the morphological segmentation, allowing for extraction of the blood system area within the binary model, where other retinal structures are suppressed. An important feature of the model is sensitivity and robustness to declare the efficacy of segmentation in an environment with worse image parameters. For this reason, the designed model is also tested for data where the vascular system is visualized under a low contrast. Part of the analysis is the comparative testing of the designed model against selected segmentation methods based on objective criteria. The designed model was tested and verified on dataset from system RetCam 3 containing 22 images.
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