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A Review of Geometric Transformations for Nonrigid Body Registration

机译:非刚体配准的几何变换综述

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This paper provides a comprehensive and quantitative review of spatial transformations models for nonrigid image registration. It explains the theoretical foundation of the models and classifies them according to this basis. This results in two categories, physically based models described by partial differential equations of continuum mechanics (e.g., linear elasticity and fluid flow) and basis function expansions derived from interpolation and approximation theory (e.g., radial basis functions, B-splines and wavelets). Recent work on constraining the transformation so that it preserves the topology or is diffeomorphic is also described. The final section reviews some recent evaluation studies. The paper concludes by explaining under what conditions a particular transformation model is appropriate.
机译:本文为非刚性图像配准提供了空间变换模型的全面定量评估。它解释了模型的理论基础,并在此基础上对其进行了分类。这导致了两类:基于物理的模型,该模型由连续介质力学的偏微分方程描述(例如,线性弹性和流体流动)以及从插值和逼近理论导出的基函数展开(例如,径向基函数,B样条和小波)。还介绍了有关约束变换以使其保留拓扑结构或为亚同构的最新工作。最后一部分回顾了一些最近的评估研究。本文最后通过解释在什么条件下特定的转换模型是合适的。

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