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论计算解剖学的度量与欧拉 - 拉格朗日方程。

On the metrics and euler-lagrange equations of computational anatomy.

作者信息

Miller Michael I, Trouve Alain, Younes Laurent

机构信息

Center for Imaging Science, The Johns Hopkins University, Baltimore, Maryland 21218, USA.

出版信息

Annu Rev Biomed Eng. 2002;4:375-405. doi: 10.1146/annurev.bioeng.4.092101.125733. Epub 2002 Mar 22.

Abstract

This paper reviews literature, current concepts and approaches in computational anatomy (CA). The model of CA is a Grenander deformable template, an orbit generated from a template under groups of diffeomorphisms. The metric space of all anatomical images is constructed from the geodesic connecting one anatomical structure to another in the orbit. The variational problems specifying these metrics are reviewed along with their associated Euler-Lagrange equations. The Euler equations of motion derived by Arnold for the geodesics in the group of divergence-free volume-preserving diffeomorphisms of incompressible fluids are generalized for the larger group of diffeomorphisms used in CA with nonconstant Jacobians. Metrics that accommodate photometric variation are described extending the anatomical model to incorporate the construction of neoplasm. Metrics on landmarked shapes are reviewed as well as Joshi's diffeomorphism metrics, Bookstein's thin-plate spline approximate-metrics, and Kendall's affine invariant metrics. We conclude by showing recent experimental results from the Toga & Thompson group in growth, the Van Essen group in macaque and human cortex mapping, and the Csernansky group in hippocampus mapping for neuropsychiatric studies in aging and schizophrenia.

摘要

本文回顾了计算解剖学(CA)中的文献、当前概念和方法。CA的模型是一个格伦南德可变形模板,是在微分同胚群作用下从模板生成的一个轨道。所有解剖图像的度量空间是由轨道中连接一个解剖结构到另一个解剖结构的测地线构建而成的。本文回顾了指定这些度量的变分问题及其相关的欧拉 - 拉格朗日方程。阿诺德为不可压缩流体的无散体积保持微分同胚群中的测地线推导的运动欧拉方程,针对CA中使用的具有非常数雅可比行列式的更大微分同胚群进行了推广。描述了适应光度变化的度量,将解剖模型扩展以纳入肿瘤的构建。回顾了地标形状上的度量以及乔希的微分同胚度量、布克斯坦的薄板样条近似度量和肯德尔的仿射不变度量。我们通过展示托加和汤普森团队在生长方面、范埃森团队在猕猴和人类皮质映射方面以及切尔南斯基团队在海马体映射方面的近期实验结果来结束本文,这些结果用于衰老和精神分裂症的神经精神病学研究。

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