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Mid-sagittal Plane and Mid-sagittal Surface Optimization in Brain MRI Using a Local Symmetry Measure

机译:使用局部对称量度的脑MRI中矢状平面和矢状表面优化

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This paper describes methods for automatic localization of the mid-sagittal plane (MSP) and mid-sagittal surface(MSS). The data used is a subset of the Leukoaraiosis And DISability (LADIS) study consisting of threedimensionalmagnetic resonance brain data from 62 elderly subjects (age 66 to 84 years). Traditionally, themid-sagittal plane is localized by global measures. However, this approach fails when the partitioning planebetween the brain hemispheres does not coincide with the symmetry plane of the head. We instead propose touse a sparse set of profiles in the plane normal direction and maximize the local symmetry around these using ageneral-purpose optimizer. The plane is parameterized by azimuth and elevation angles along with the distanceto the origin in the normal direction. This approach leads to solutions confirmed as the optimal MSP in 98percent of the subjects. Despite the name, the mid-sagittal plane is not always planar, but a curved surfaceresulting in poor partitioning of the brain hemispheres. To account for this, this paper also investigates an optimizationstrategy which fits a thin-plate spline surface to the brain data using a robust least median of squaresestimator. Albeit computationally more expensive, mid-sagittal surface fitting demonstrated convincingly betterpartitioning of curved brains into cerebral hemispheres.
机译:本文介绍了自动定位中矢状面(MSP)和中矢状面(MSS)的方法。所使用的数据是白细胞增多症和残疾(LADIS)研究的子集,该研究由来自62位老年受试者(年龄66至84岁)的三维磁共振脑数据组成。传统上,中矢状平面是通过全局度量进行局部化的。但是,当大脑半球之间的分隔平面与头部的对称平面不一致时,此方法将失败。相反,我们建议在平面法线方向上使用稀疏的轮廓集,并使用通用优化器最大化这些轮廓周围的局部对称性。通过方位角和仰角以及法线方向上到原点的距离对平面进行参数化。这种方法导致在98%的受试者中被确认为最佳MSP的解决方案。尽管名称如此,矢状中平面并不总是平坦的,而是弯曲的表面,导致大脑半球分配不善。为了解决这个问题,本文还研究了一种优化策略,该策略使用最小二乘方正方差值将薄板样条表面拟合到大脑数据。尽管计算上更昂贵,但矢状面中部曲面拟合却令人信服地证明,弯曲的大脑可以更好地分配到大脑半球。

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    Informatics and Mathematical Modelling Technical University of Denmark Richard Petersens Plads Building 321 DK-2800 Kgs. Lyngby Denmark Danish Research Centre for Magnetic Resonance Copenhagen University Hospital Hvidovre Ketteg°ard Alle 30 DK-2650 Hvidovre Denmark mbs@imm.dtu.dk Web: http://www.imm.dtu.dk/∼mbs/.;

    Informatics and Mathematical Modelling Technical University of Denmark Richard Petersens Plads Building 321 DK-2800 Kgs. Lyngby Denmark Danish Research Centre for Magnetic Resonance Copenhagen University Hospital Hvidovre Ketteg°ard Alle 30 DK-2650 Hvidovre Denmark;

    Danish Research Centre for Magnetic Resonance Copenhagen University Hospital Hvidovre Ketteg°ard Alle 30 DK-2650 Hvidovre Denmark;

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