مورد إلكتروني

Segmentation of Left and Right Ventricles in Cardiac MRI Using Active Contours

التفاصيل البيبلوغرافية
العنوان: Segmentation of Left and Right Ventricles in Cardiac MRI Using Active Contours
المصدر: Computational And Mathematical Methods In Medicine; 10.1155/2017/8350680
بيانات النشر: 2017
تفاصيل مُضافة: Robòtica i Visió Intel.ligents
Enginyeria Informàtica i Matemàtiques
http://nportal0.urv.cat:18080/fourrepo/rest/digitalobjects/DS?objectId=PC%3A3100&datastreamId=DocumentPrincipal&mime=application%2Fpdf
Akram, F.; Soomro, S.; Munir, A.; Lee, C.H.; Choi, K.N.
نوع الوثيقة: Electronic Resource
مستخلص: DOI: 10.1155/2017/8350680 URL: https://www.hindawi.com/journals/cmmm/2017/8350680/ Filiació URV: SI
Segmentation of left and right ventricles plays a crucial role in quantitatively analyzing the global and regional information in the cardiac magnetic resonance imaging (MRI). In MRI, the intensity inhomogeneity and weak or blurred object boundaries are the problems, which makes it difficult for the intensity-based segmentation methods to properly delineate the regions of interests (ROI). In this paper, a hybrid signed pressure force function (SPF) is proposed, which yields both local and global image fitted differences in an additive fashion. A characteristic term is also introduced in the SPF function to restrict the contour within the ROI. The overlapping dice index and Hausdorff-Distance metrics have been used over cardiac datasets for quantitative validation. Using 2009 LV MICCAI validation dataset, the proposed method yields DSC values of 0.95 and 0.97 for endocardial and epicardial contours, respectively. Using 2012 RVMICCAI dataset, for the endocardial region, the proposed method yields DSC values of 0.97 and 0.90 and HD values of 8.51 and 7.67 for ED and ES, respectively. For the epicardial region, it yields DSC values of 0.92 and 0.91 and HD values of 6.47 and 9.34 for ED and ES, respectively. Results show its robustness in the segmentation application of the cardiac MRI.
Universitat Rovira i Virgili
مصطلحات الفهرس: Cor--Ventricle dret, Endocardi, endocardium, epicardium, heart right ventricle, Enginyeria informàtica, Ingeniería informática, Computer engineering, 1748-670X, article, Article, Artículo, info:eu-repo/semantics/publishedVersion
URL: http://hdl.handle.net/20.500.11797/PC3100
الإتاحة: Open access content. Open access content
openAccess
ملاحظة: Anglès
14380 kb
أرقام أخرى: RIV oai:urv.cat:PC:3100
1084745220
المصدر المساهم: UNIVERSITAT ROVIRA I VIRGILI BIBLIOTECA
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رقم الأكسشن: edsoai.on1084745220
قاعدة البيانات: OAIster