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Automated segmentation and geometrical modeling of the tricuspid aortic valve in 3D echocardiographic images

机译:三角模型在3D超声心动图图像中的自动分割和几何模拟

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摘要

The aortic valve has been described with variable anatomical definitions, and the consistency of 2D manual measurement of valve dimensions in medical image data has been questionable. Given the importance of image-based morphological assessment in the diagnosis and surgical treatment of aortic valve disease, there is considerable need to develop a standardized framework for 3D valve segmentation and shape representation. Towards this goal, this work integrates template-based medial modeling and multi-atlas label fusion techniques to automatically delineate and quantitatively describe aortic leaflet geometry in 3D echocardiographic (3DE) images, a challenging task that has been explored only to a limited extent. The method makes use of expert knowledge of aortic leaflet image appearance, generates segmentations with consistent topology, and establishes a shape-based coordinate system on the aortic leaflets that enables standardized automated measurements. In this study, the algorithm is evaluated on 11 3DE images of normal human aortic leaflets acquired at mid systole. The clinical relevance of the method is its ability to capture leaflet geometry in 3DE image data with minimal user interaction while producing consistent measurements of 3D aortic leaflet geometry.
机译:已经用可变的解剖学定义描述了主动脉瓣膜,并且医学图像数据中瓣膜尺寸的二维手动测量的一致性令人怀疑。考虑到基于图像的形态学评估在主动脉瓣疾病的诊断和外科治疗中的重要性,迫切需要开发用于3D瓣膜分割和形状表示的标准化框架。为了实现这一目标,这项工作将基于模板的内侧建模和多图谱标签融合技术相结合,以自动描绘和定量描述3D超声心动图(3DE)图像中的主动脉小叶几何形状,这是一项极富挑战性的任务,仅在有限的范围内进行了研究。该方法利用了主动脉小叶图像外观的专业知识,生成具有一致拓扑的分割,并在主动脉小叶上建立了基于形状的坐标系,从而实现了标准化的自动测量。在这项研究中,该算法在收缩期中期获取的正常人主动脉小叶的11张3DE图像上进行了评估。该方法的临床意义在于它能够以最少的用户交互捕获3DE图像数据中的小叶几何形状,同时生成3D主动脉小叶几何形状的一致测量值。

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