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使用皮质约束调和映射的脑图像配准

Brain image registration using cortically constrained harmonic mappings.

作者信息

Joshi Anand, Shattuck David, Thompson Paul, Leahy Richard

机构信息

Signal and Image Processing Institute, University of Southern California, Los Angeles 90089, USA.

出版信息

Inf Process Med Imaging. 2007;20:359-71. doi: 10.1007/978-3-540-73273-0_30.

Abstract

Volumetric registration of brains is required for inter-subject studies of functional and anatomical data. Intensity-driven registration typically results in some degree of misalignment of cortical and gyral folds. Increased statistical power in group studies may be achieved through improved alignment of cortical areas by using sulcal landmarks. In this paper we describe a new volumetric registration method in which cortical surfaces and sulcal landmarks are accurately aligned. We first compute a one-to-one map between the two cortical surfaces constrained by a set of user identified sulcal curves. We then extrapolate this mapping from the cortical surface to the entire brain volume using a harmonic mapping procedure. Finally, this volumetric mapping is refined using an intensity driven linear elastic registration. The resulting maps retain the one-to-one correspondence between cortical surfaces while also aligning volumetric features via the intensity-driven registration. We evaluate performance of this method in comparison to other volumetric registration methods.

摘要

脑体积配准是功能和解剖数据的受试者间研究所需的。强度驱动的配准通常会导致皮质和脑回褶皱出现一定程度的错位。通过使用脑沟标志来改善皮质区域的对齐,可以提高群体研究中的统计功效。在本文中,我们描述了一种新的体积配准方法,其中皮质表面和脑沟标志能够精确对齐。我们首先在一组用户识别的脑沟曲线的约束下,计算两个皮质表面之间的一一映射。然后,我们使用调和映射过程将此映射从皮质表面外推到整个脑体积。最后,使用强度驱动的线性弹性配准对该体积映射进行细化。所得映射保留了皮质表面之间的一一对应关系,同时还通过强度驱动的配准对齐了体积特征。我们将此方法与其他体积配准方法进行比较,评估其性能。

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本文引用的文献

1
CORTICAL SURFACE PARAMETERIZATION BY P-HARMONIC ENERGY MINIMIZATION.基于p-调和能量最小化的皮质表面参数化
Proc IEEE Int Symp Biomed Imaging. 2004 Apr 1;1:428-431. doi: 10.1109/ISBI.2004.1398566.
2
Deformable templates using large deformation kinematics.使用大变形运动学的可变形模板。
IEEE Trans Image Process. 1996;5(10):1435-47. doi: 10.1109/83.536892.
3
Landmark matching via large deformation diffeomorphisms.基于大变形微分同胚的地标匹配。
IEEE Trans Image Process. 2000;9(8):1357-70. doi: 10.1109/83.855431.
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Image registration based on boundary mapping.基于边界映射的图像配准。
IEEE Trans Med Imaging. 1996;15(1):112-5. doi: 10.1109/42.481446.
10
Implicit brain imaging.隐性脑成像
Neuroimage. 2004;23 Suppl 1:S179-88. doi: 10.1016/j.neuroimage.2004.07.072.

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