Cortical Folding Development Study based on Over-Complete Spherical Wavelets.

Peng Yu, Boon Thye Thomas Yeo, P Ellen Grant, Bruce Fischl, Polina Golland
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Abstract

We introduce the use of over-complete spherical wavelets for shape analysis of 2D closed surfaces. Bi-orthogonal spherical wavelets have been shown to be powerful tools in the segmentation and shape analysis of 2D closed surfaces, but unfortunately they suffer from aliasing problems and are therefore not invariant under rotations of the underlying surface parameterization. In this paper, we demonstrate the theoretical advantage of over-complete wavelets over bi-orthogonal wavelets and illustrate their utility on both synthetic and real data. In particular, we show that over-complete spherical wavelets allow us to build more stable cortical folding development models, and detect a wider array of regions of folding development in a newborn dataset.

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基于超完全球形小波的皮层折叠发展研究
我们介绍了如何使用超完全球面小波对二维封闭曲面进行形状分析。双正交球面小波已被证明是二维闭合曲面分割和形状分析的有力工具,但遗憾的是,它们存在混叠问题,因此在底层曲面参数化旋转时并不不变。在本文中,我们展示了超完全小波相对于双正交小波的理论优势,并说明了它们在合成数据和真实数据上的实用性。特别是,我们证明了超完全球面小波能让我们建立更稳定的皮层褶皱发育模型,并在新生儿数据集中检测到更广泛的褶皱发育区域。
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