Segmentation of Abdominal Aortic Aneurysm (AAA) Based on Topology Prior Model

被引:1
|
作者
Salahat, Safa [1 ]
Soliman, Ahmed [2 ]
McGloughlin, Tim [3 ]
Werghi, Naoufel [1 ]
El-Baz, Ayman [2 ]
机构
[1] Khalifa Univ, Elect & Comp Engn Dept, Abu Dhabi, U Arab Emirates
[2] Univ Louisville, BioImaging Lab, Bioengn Dept, Louisville, KY 40292 USA
[3] Khalifa Univ, Biomed Engn Dept, Abu Dhabi, U Arab Emirates
来源
MEDICAL IMAGE UNDERSTANDING AND ANALYSIS (MIUA 2017) | 2017年 / 723卷
关键词
Abdominal aortic aneurysm; Segmentation; Lumen; Thrombus; Topology; Probability; WALL STRESS; THROMBUS; REPAIR;
D O I
10.1007/978-3-319-60964-5_19
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a statistical based method using a topology prior model, integrating both intensity and shape information, to segment abdominal aortic aneurysm (AAA) from computed tomography angiography (CTA) scans. The method was tested on a total of 48 slices taken from 6 different patients and has shown competitive performance compared with the best reported results in the literature. Our method has achieved a mean Dice coefficient of 0.9303(+/- 0.0499), and mean Hausdorff distance of 3.5703(+/- 3.1941) mm. This method overcomes the major problem faced by currently existing solutions of similar Hounsfield values of neighboring tissues to that of the AAA thrombus. This is a promising medical tool which can be used to analyze the AAA in order to generate an accurate rupture risk indicator.
引用
收藏
页码:219 / 228
页数:10
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