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Reconstruction of airway tree based on topology and morphological operations

机译:基于拓扑和形态学运算的气道树重构

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Abstract: 3D reconstruction of airway trees can provide intuitive and useful information for understanding human lung structure and function as well as assessing the presence of disease and its response to therapy. However, due to the partial volume effects, small airways may be undetectable on some slices of lung CT images. As a result, airway tree reconstructed by the existing methods based only on segmentation results will have broken airway branches and exhibit discontinuities. This paper proposes a complete airway tree reconstruction scheme to resolve this problem, which consists of two major steps. First, the broken segments are detected by incorporating the airway tree topology with the a priori knowledge of anatomy. Topology analysis is employed to provide information related to the a priori anatomical knowledge, so that it can be applied to lung images as guidance. Then, morphology-based and linear interpolation are applied so that unconnected airway segments will gradually merge together so that a complete airway tree can be reconstructed. The process stops when all the detected discontinuities have been processed. 3D visualization is also provided to demonstrate the effectiveness of the proposed scheme. !22
机译:摘要:气道树的3D重建可以提供直观和有用的信息,以了解人的肺结构和功能,以及评估疾病的存在及其对治疗的反应。但是,由于部分体积的影响,在肺部CT图像的某些切片上可能无法检测到小气道。结果,仅基于分割结果通过现有方法重建的气道树将具有破裂的气道分支并表现出不连续性。为了解决这个问题,本文提出了一个完整的气道树重建方案,该方案包括两个主要步骤。首先,通过结合气道树拓扑结构和先验解剖学知识来检测破碎的节段。拓扑分析用于提供与先验解剖知识有关的信息,以便可以将其应用于肺部图像作为指导。然后,应用基于形态学和线性插值的方法,以便未连接的气道段将逐渐合并在一起,从而可以重建完整的气道树。处理完所有检测到的不连续性后,该过程将停止。还提供了3D可视化,以演示所提出方案的有效性。 !22

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