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首页> 外文期刊>Medical image analysis >An accurate, fast and robust method to generate patient-specific cubic Hermite meshes.
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An accurate, fast and robust method to generate patient-specific cubic Hermite meshes.

机译:一种精确,快速且强大的方法来生成特定于患者的立方Hermite网格。

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摘要

In-silico continuum simulations of organ and tissue scale physiology often require a discretisation or mesh of the solution domain. Cubic Hermite meshes provide a smooth representation of anatomy that is well-suited for simulating large deformation mechanics. Models of organ mechanics and deformation have demonstrated significant potential for clinical application. However, the production of a personalised mesh from patient's anatomy using medical images remains a major bottleneck in simulation workflows. To address this issue, we have developed an accurate, fast and automatic method for deriving patient-specific cubic Hermite meshes. The proposed solution customises a predefined template with a fast binary image registration step and a novel cubic Hermite mesh warping constructed using a variational technique. Image registration is used to retrieve the mapping field between the template mesh and the patient images. The variational warping technique then finds a smooth and accurate projection of this field into the basis functions of the mesh. Applying this methodology, cubic Hermite meshes are fitted to the binary description of shape with sub-voxel accuracy and within a few minutes, which is a significant advance over the existing state of the art methods. To demonstrate its clinical utility, a generic cubic Hermite heart biventricular model is personalised to the anatomy of four patients, and the resulting mechanical stability of these customised meshes is successfully demonstrated.
机译:器官和组织规模生理的计算机连续模拟通常需要溶液域的离散化或网格化。三次Hermite网格提供了平滑的解剖结构表示,非常适合模拟大型变形力学。器官力学和变形的模型已显示出巨大的临床应用潜力。但是,使用医学图像从患者的解剖结构生成个性化网格仍然是模拟工作流程中的主要瓶颈。为了解决这个问题,我们已经开发出一种精确,快速和自动的方法来导出患者特定的立方Hermite网格。提出的解决方案使用快速的二进制图像配准步骤和使用变分技术构造的新型三次Hermite网格变形来定制预定义模板。图像配准用于检索模板网格和患者图像之间的映射字段。然后,变分扭曲技术找到了该场的平滑且准确的投影到网格的基本函数中。应用这种方法,三次Hermite网格可以在几分钟内以亚体素精度拟合到形状的二进制描述中,这是对现有技术水平的显着进步。为了证明其临床实用性,将普通的三次Hermite心脏双心室模型个性化为4位患者的解剖结构,并成功地证明了这些定制网格的机械稳定性。

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