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The definitions of three‐dimensional landmarks on the human face: an interdisciplinary view

机译:人脸上三维地标的定义:一种跨学科的观点

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摘要

The analysis of shape is a key part of anatomical research and in the large majority of cases landmarks provide a standard starting point. However, while the technology of image capture has developed rapidly and in particular three‐dimensional imaging is widely available, the definitions of anatomical landmarks remain rooted in their two‐dimensional origins. In the important case of the human face, standard definitions often require careful orientation of the subject. This paper considers the definitions of facial landmarks from an interdisciplinary perspective, including biological and clinical motivations, issues associated with imaging and subsequent analysis, and the mathematical definition of surface shape using differential geometry. This last perspective provides a route to definitions of landmarks based on surface curvature, often making use of ridge and valley curves, which is genuinely three‐dimensional and is independent of orientation. Specific definitions based on curvature are proposed. These are evaluated, along with traditional definitions, in a study that uses a hierarchical (random effects) model to estimate the error variation that is present at several different levels within the image capture process. The estimates of variation at these different levels are of interest in their own right but, in addition, evidence is provided that variation is reduced at the observer level when the new landmark definitions are used.
机译:形状分析是解剖学研究的关键部分,在大多数情况下,地标提供了一个标准的起点。然而,尽管图像捕获技术发展迅速,尤其是三维成像技术已广泛使用,但解剖界标的定义仍然植根于其二维起源。在人脸的重要情况下,标准定义通常需要仔细定位对象。本文从跨学科的角度考虑了面部标志的定义,包括生物学和临床动机,与成像和后续分析相关的问题以及使用微分几何的表面形状的数学定义。最后一个角度为基于表面曲率的地标定义提供了一条途径,通常使用山脊和山谷曲线,这些曲线真正是三维的并且与方向无关。提出了基于曲率的具体定义。在一项使用分层(随机效应)模型来估计图像捕获过程中几个不同级别上出现的误差变化的研究中,将这些值与传统定义一起进行评估。这些不同级别上的变化估计本身就很有意义,但是此外,有证据表明,使用新的地标定义时,在观察者级别上的变化会减少。

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