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Matching 3-D anatomical surfaces with non-rigid deformations using octree-splines

机译:使用八叉树样条曲线将具有非刚性变形的3-D解剖表面匹配

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Presents a new method for determining the minimal nonrigid deformation between two 3D surfaces, such as those which describe anatomical structures in 3D medical images. Although the authors match surfaces, they represent the deformation as a volumetric transformation. Their method performs a least squares minimization of the distance between the two surfaces of interest. To quickly and accurately compute distances between points on the two surfaces, the authors use a precomputed distance map represented using an octree spline whose resolution increases near the surface. To quickly and robustly compute the deformation, the authors use a second octree-spline to model the deformation function. The coarsest level of the deformation encodes the global (e.g., affine) transformation between the two surfaces, while finer levels encode smooth local displacements which bring the two surfaces into closer registration. The authors present experimental results on both synthetic and real 3D surfaces.
机译:提出了一种确定两个3D表面之间最小非刚性变形的新方法,例如描述3D医学图像中解剖结构的那些表面。尽管作者匹配了曲面,但它们将变形表示为体积变换。他们的方法对两个感兴趣的表面之间的距离进行最小二乘最小化。为了快速准确地计算两个曲面上点之间的距离,作者使用了预先计算的距离图,该距离图由八叉树样条表示,其分辨率在曲面附近增加。为了快速而可靠地计算变形,作者使用第二个八叉树样条曲线对变形函数进行建模。变形的最粗糙级别对两个表面之间的全局(例如仿射)变换进行编码,而更精细级别对平滑的局部位移进行编码,使两个表面更接近对齐。作者介绍了在合成和真实3D表面上的实验结果。

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