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从配准参数到变换后数据的误差传播

Propagation of Error from Registration Parameters to Transformed Data.

作者信息

Shah Mili, Franaszek Marek, Cheok Geraldine

机构信息

Loyola University Maryland, Baltimore, MD, 21210.

National Institute of Standards and Technology, Gaithersburg, MD 20899.

出版信息

J Res Natl Inst Stand Technol. 2016 Jun 6;121:196-221. doi: 10.6028/jres.121.009. eCollection 2016.

Abstract

Methods to register two sets of data have existed for quite some time. However, these sets of data are rarely error-free. Consequently, any registration based on this data will be affected by the error. Moreover, if the corresponding registration matrix is then used to transform data from one coordinate system to another, any error from the registration will also get propagated to the transformed data. In this paper, we will characterize this propagation of random error, or noise, through a mathematical perspective and will illustrate its use with data obtained from physical experiments and with quasi-simulated sets of data. In addition, we will discuss the limitations of this propagation of error when systematic bias is present in the data.

摘要

注册两组数据的方法已经存在了相当长的时间。然而,这些数据集很少是无错误的。因此,基于此数据的任何配准都会受到误差的影响。此外,如果随后使用相应的配准矩阵将数据从一个坐标系转换到另一个坐标系,配准中的任何误差也会传播到转换后的数据中。在本文中,我们将从数学角度描述这种随机误差或噪声的传播,并通过物理实验获得的数据和准模拟数据集来说明其用途。此外,我们将讨论当数据中存在系统偏差时这种误差传播的局限性。

相似文献

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Propagation of Error from Registration Parameters to Transformed Data.从配准参数到变换后数据的误差传播
J Res Natl Inst Stand Technol. 2016 Jun 6;121:196-221. doi: 10.6028/jres.121.009. eCollection 2016.

引用本文的文献

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Least-squares fitting of two 3-d point sets.最小二乘拟合两个三维点集。
IEEE Trans Pattern Anal Mach Intell. 1987 May;9(5):698-700. doi: 10.1109/tpami.1987.4767965.
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Predicting error in rigid-body point-based registration.预测基于刚体点的配准中的误差。
IEEE Trans Med Imaging. 1998 Oct;17(5):694-702. doi: 10.1109/42.736021.

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