A prostate MRI segmentation tool based on active contour models using a gradient vector flow

dc.contributor.authorRodríguez, Joaquín
dc.contributor.authorOchoa Ruíz, Gilberto
dc.contributor.authorMata Miquel, Cristian
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament d'Enginyeria de Sistemes, Automàtica i Informàtica Industrial
dc.date.accessioned2021-07-06T12:15:44Z
dc.date.available2021-07-06T12:15:44Z
dc.date.issued2020-09-04
dc.description.abstractMedical support systems used to assist in the diagnosis of prostate lesions generally related to prostate segmentation is one of the majors focus of interest in recent literature. The main problem encountered in the diagnosis of a prostate study is the localization of a Regions of Interest (ROI) containing a tumor tissue. In this paper, a new GUI tool based on a semi-automatic prostate segmentation is presented. The main rationale behind this tool and the focus of this article is facilitate the time consuming segmentation process used for annotating images in the clinical practice, enabling the radiologists to use novel and easy to use semi-automatic segmentation techniques instead of manual segmentation. In this work, a detailed specification of the proposed segmentation algorithm using an Active Contour Models (ACM) aided with a Gradient Vector Flow (GVF) component is defined. The purpose is to help the manual segmentation process of the main ROIs of prostate gland zones. Finally, an experimental case of use and a discussion part of the results are presented.
dc.description.peerreviewedPeer Reviewed
dc.description.versionPostprint (published version)
dc.identifier.citationRodríguez, J.; Ochoa-Ruíz, G.; Mata, C. A prostate MRI segmentation tool based on active contour models using a gradient vector flow. "Applied sciences (Basel)", 4 Setembre 2020, vol. 10, núm. 18, p. 6163:1-6163:22.
dc.identifier.doi10.3390/app10186163
dc.identifier.issn2076-3417
dc.identifier.urihttps://hdl.handle.net/2117/348611
dc.language.isoeng
dc.publisherMultidisciplinary Digital Publishing Institute
dc.relation.publisherversionhttps://www.mdpi.com/2076-3417/10/18/6163
dc.rights.accessOpen Access
dc.rights.licensenameAttribution-NonCommercial-NoDerivs 3.0 Spain
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/3.0/es/
dc.subjectÀrees temàtiques de la UPC::Informàtica::Aplicacions de la informàtica
dc.subject.lcshImaging systems in medicine
dc.subject.lemacImatgeria mèdica
dc.subject.otherActive contour models
dc.subject.otherSnake segmentation
dc.subject.otherGVF
dc.subject.otherProstate imaging
dc.titleA prostate MRI segmentation tool based on active contour models using a gradient vector flow
dc.typeArticle
dspace.entity.typePublication
local.citation.authorRodríguez, J.; Ochoa-Ruíz, G.; Mata, C.
local.citation.endingPage6163:22
local.citation.number18
local.citation.publicationNameApplied sciences (Basel)
local.citation.startingPage6163:1
local.citation.volume10
local.identifier.drac31827751

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