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Anatomical-based segmentation with stenosis bridging and gap closing in atherosclerotic cardiac MSCT

机译:具有狭窄桥接和动脉粥样硬化心脏MSCT的狭窄桥接和差距的解剖学分割

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In the diagnosis of coronary artery disease, 3D-multi-slice computed tomography (MSCT) has recently become more and more important. In this work, an anatomical-based method for the segmentation of atherosclerotic coronary arteries in MSCT is presented. This technique is able to bridge severe stenosis, image artifacts or even full vessel occlusions. Different anatomical structures (aorta, blood-pool of the heart chambers, coronary arteries and their orifices) are detected successively to incorporate anatomical knowledge into the algorithm. The coronary arteries are segmented by a simulated wave propagation method to be able to extract anatomically spatial relations from the result. In order to bridge segmentation breaks caused by stenosis or image artifacts, the spatial location, its anatomical relation and vessel curvature-propagation are taken into account to span a dynamic search space for vessel bridging and gap closing. This allows the prevention of vessel misidentifications and improves segmentation results significantly. The robustness of this method is proven on representative medical data sets.
机译:在冠状动脉疾病的诊断中,3D-Multi-Slice计算机断层扫描(MSCT)最近变得越来越重要。在这项工作中,提出了一种基于解剖学的MSCT中动脉粥样硬化冠状动脉分割的方法。该技术能够弥合严重的狭窄,图像伪影甚至全血管闭塞。连续检测不同的解剖结构(主动脉,心脏腔,冠状动脉及其孔),以将解剖学知识纳入算法。冠状动脉通过模拟波传播方法分段,以能够从结果中提取解剖学空间关系。为了弥合由狭窄或图像伪影引起的分割断裂,考虑到空间位置,其解剖关系和血管曲率传播,以跨越用于船舶桥接和间隙关闭的动态搜索空间。这允许预防血管误识别并显着提高分割结果。这种方法的稳健性是在代表性的医疗数据集上证明的。

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