Deformable B-solids and implicit snakes for localization and tracking of SPAMM MRI-data

P. Radeva, A. Amini, Jiantao Huang, E. Martí
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引用次数: 28

Abstract

To date, MRI-SPAMM data from different image slices have been analyzed independently. In this paper we propose an approach for 3D tag localization and tracking of SPAMM data by a novel deformable B-solid. The solid is defined in terms of a 3D tensor product B-spline. The iso-parametric curves of the B-spline solid have special importance. These are termed implicit snakes as they deform under image forces from tag lines in different image slices. The localization and tracking of tag lines is performed under constraints of continuity and smoothness of the B-solid. The framework unifies the problems of localization, and displacement fitting and interpolation into the same procedure utilizing B-spline bases for interpolation. To track motion from boundaries and restrict image forces to the myocardium, a volumetric model is employed as a pair of coupled endocardial and epicardial B-spline surfaces. To recover deformations in the LV an energy-minimization problem is posed where both tag and LV boundary data are used. The framework has been implemented on tag data from short axis (SA) cardiac images, as well as SA left ventricle (LV) boundaries, and is currently being extended to include long axis (LA) data.
用于定位和跟踪SPAMM mri数据的可变形b实体和隐式蛇
迄今为止,来自不同图像切片的MRI-SPAMM数据已被独立分析。在本文中,我们提出了一种利用一种新的可变形b -实体对SPAMM数据进行三维标签定位和跟踪的方法。该实体由三维张量积b样条定义。b样条实体的等参数曲线具有特殊的意义。这些被称为隐蛇,因为它们在不同图像切片的标记线的图像力下变形。标签线的定位和跟踪是在b实体的连续性和平滑性约束下进行的。该框架将定位、位移拟合和插值问题统一到同一个过程中,利用b样条基进行插值。为了从边界跟踪运动并限制图像力到心肌,采用了一个体积模型作为一对耦合的心内膜和心外膜b样条表面。为了恢复LV中的变形,提出了一个同时使用标签和LV边界数据的能量最小化问题。该框架已经在来自短轴(SA)心脏图像的标签数据上实现,以及SA左心室(LV)边界,目前正在扩展到包括长轴(LA)数据。
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