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Geodesic warps by conformal mappings

机译:通过共形映射测地线

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摘要

In recent years there has been considerable interest in methods for diffeomorphic warping of images, with applications in e.g. medical imaging and evolutionary biology. The original work generally cited is that of the evolutionary biologist D'Arcy Wentworth Thompson, who demonstrated warps to deform images of one species into another. However, unlike the deformations in modern methods, which are drawn from the full set of diffeomorphisms, he deliberately chose lower-dimensional sets of transformations, such as planar conformal mappings. In this paper we study warps composed of such conformal mappings. The approach is to equip the infinite dimensional manifold of conformal embeddings with a Riemannian metric, and then use the corresponding geodesic equation in order to obtain diffeomorphic warps. After deriving the geodesic equation, a numerical discretisation method is developed. Several examples of geodesic warps are then given. We also show that the equation admits totally geodesic solutions corresponding to scaling and translation, but not to affine transformations.
机译:近年来,对于图像的微晶变形的方法引起了相当大的兴趣,其应用在例如医学成像和进化生物学。人们普遍引用的原始著作是进化生物学家达西·温特沃斯·汤普森(D'Arcy Wentworth Thompson)的著作,他展示了通过扭曲将一种物种的图像变形为另一种物种的方法。但是,与现代方法的变形不一样,后者是从完整的亚同构集中提取的,他特意选择了较低维的转换集,例如平面共形映射。在本文中,我们研究由此类共形映射组成的扭曲。该方法是为保形嵌入的无穷维流形配备黎曼度量,然后使用相应的测地线方程以获得微分变形。推导出测地线方程后,开发了一种数值离散方法。然后给出了测地线翘曲的几个例子。我们还表明,该方程式可以接受与缩放和平移相对应的完全测地解,但不能仿射变换。

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