人体解剖用差形测量和测地线定位系统。

Michael I Miller, Laurent Younes, Alain Trouvé
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引用次数: 61

摘要

计算解剖学项目在很大程度上是对黎曼框架内的大变形的研究,作为在解剖构型之间生成度量的有效观点。这种方法将达西·汤普森关于人类生物形态和形态的比较形态学转化为可度量的空间。由于度量是基于连接形式的微分同态流的测地线长度构建的,因此我们称之为微分同态。同样重要的是,由于这些流描述了解剖子流形上的代数群作用和相关的功能测量,它们成为定位信息的基础,我们称之为测地线定位。同时,测地线连接提供了在解剖轨道中定位形状的黎曼坐标,我们称之为测地线坐标。这三个组成部分合在一起——度量、测地线定位信息和测地线坐标——我们称之为测地线定位系统。我们通过人类和生物坐标系统中的几个例子以及形状和形式的统计表示的机器学习来说明。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Diffeomorphometry and geodesic positioning systems for human anatomy.

Diffeomorphometry and geodesic positioning systems for human anatomy.

Diffeomorphometry and geodesic positioning systems for human anatomy.

Diffeomorphometry and geodesic positioning systems for human anatomy.

The Computational Anatomy project has largely been a study of large deformations within a Riemannian framework as an efficient point of view for generating metrics between anatomical configurations. This approach turns D'Arcy Thompson's comparative morphology of human biological shape and form into a metrizable space. Since the metric is constructed based on the geodesic length of the flows of diffeomorphisms connecting the forms, we call it diffeomorphometry. Just as importantly, since the flows describe algebraic group action on anatomical submanifolds and associated functional measurements, they become the basis for positioning information, which we term geodesic positioning. As well the geodesic connections provide Riemannian coordinates for locating forms in the anatomical orbit, which we call geodesic coordinates. These three components taken together - the metric, geodesic positioning of information, and geodesic coordinates - we term the geodesic positioning system. We illustrate via several examples in human and biological coordinate systems and machine learning of the statistical representation of shape and form.

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来源期刊
TECHNOLOGY
TECHNOLOGY ENGINEERING, MULTIDISCIPLINARY-
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