Development and Evaluation of Advanced Image Analysis Techniques for Pediatric Deep Vein Thrombosis Imaging Scans

被引:2
作者
Kardaras, Kostas [1 ]
Apostolou, Nikos [1 ]
Lambrou, George I. [2 ]
Sarafidis, Michail [1 ]
Koutsouris, Dimitrios [1 ]
机构
[1] Natl Tech Univ Athens, Sch Elect & Comp Engn, Biomed Engn Lab, Athens, Greece
[2] Natl & Kapodistrian Univ Athens, Med Sch, Dept Pediat 1, Choremeio Res Lab, Athens, Greece
来源
2019 IEEE 19TH INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOENGINEERING (BIBE) | 2019年
关键词
Deep Vein Thrombosis; Image Analysis; Algorithm; Computer Tomography; VENOUS THROMBOEMBOLISM; CHILDREN; INFANTS;
D O I
10.1109/BIBE.2019.00060
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Deep vein thrombosis (DVT) is a condition, which results from atherosclerosis and the possible formation of a blood clot (thrombus) in a deep vein leading to obstruction of blood flow. DVT is considered a major cardiovascular health risk and its early detection is considered crucial to patient survival and well-being. The present work describes the development and evaluation of two image analysis techniques for the identification of DVT in children. The first technique is based on entropy thresholding and the second on active contours. The robustness and sensitivity of these techniques have been evaluated both quantitatively as well as qualitatively. Towards that purpose error parameters were calculated using phantom and real patient images. The usefulness of our techniques was evaluated by specialist radiologists. The suggested algorithms were developed with the Matlab (R) simulation environment. Thus the present work has been implemented towards the improvement of pediatric patients' well-being and at the same time achieve early DVT prognosis.
引用
收藏
页码:296 / 300
页数:5
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