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A Modular Workflow Architecture for Coronary Centerline Extraction in Computed Tomography Angiography Data

机译:计算机断层扫描血管造影数据中用于冠状动脉中心线提取的模块化工作流架构

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Efficient and reliable extraction of coronary artery center-line from computed tomography angiography data is a prerequisite for a variety of medical imaging applications. Many authors have combined minimum-cost path algorithms and vesselness measures to extract coronary centerlines. We propose a modular decomposition of this extraction process, in order to facilitate the implementation and comparison of different minimum-cost path strategies allowing users (radiologists and developers) to focus on subsequent image analysis tasks. Evaluation results show a good overlap (> 84%), and small distances with regard to reference centerlines (on average, not larger than the voxel size) in multi-vendor datasets, for two combinations of algorithms that follow this framework. Therefore, it can serve as a starting point to subsequent image analysis stages that require coronary centerlines.
机译:从计算机断层扫描血管造影数据中有效而可靠地提取冠状动脉中心线是各种医学成像应用的先决条件。许多作者结合了最小成本路径算法和血管测量方法来提取冠状动脉中心线。我们建议对该提取过程进行模块化分解,以便于实施和比较不同的最小成本路径策略,从而使用户(放射科医生和开发人员)能够专注于后续的图像分析任务。对于遵循此框架的两种算法组合,评估结果显示在多供应商数据集中,参考重叠线的重叠良好(> 84%),参考中心线的距离较小(平均而言,不大于体素大小)。因此,它可以作为需要冠状动脉中心线的后续图像分析阶段的起点。

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