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Hot Spots Conjecture and Its Application to Modeling Tubular Structures

机译:热点猜想及其在管状结构建模中的应用

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摘要

The second eigenfunction of the Laplace-Beltrami operator follows the pattern of the overall shape of an object. This geometric property is well known and used for various applications including mesh processing, feature extraction, manifold learning, data embedding and the minimum linear arrangement problem. Surprisingly, this geometric property has not been mathematically formulated yet. This problem is directly related to the somewhat obscure hot spots conjecture in differential geometry. The aim of the paper is to raise the awareness of this nontrivial issue and formulate the problem more concretely. As an application, we show how the second eigenfunction alone can be used for complex shape modeling of tubular structures such as the human mandible.
机译:Laplace-Beltrami算子的第二个本征函数遵循对象整体形状的图案。这种几何特性是众所周知的,可用于各种应用,包括网格处理,特征提取,流形学习,数据嵌入和最小线性排列问题。出乎意料的是,这种几何性质还没有被数学公式化。这个问题与微分几何中的热点猜想有些模糊。本文的目的是提高人们对这个不重要问题的认识,并更具体地提出这个问题。作为一个应用程序,我们展示了如何单独将第二特征函数用于管状结构(例如下颌骨)的复杂形状建模。

著录项

  • 来源
    《Machine learning in medical imaging》|2011年|p.225-232|共8页
  • 会议地点 Toronto(CA);Toronto(CA);Toronto(CA);Toronto(CA)
  • 作者单位

    Department of Biostatistics and Medical Informatics,Waisman Laboratory for Brain Imaging and Behavior,Vocal Tract Development Laboratory, Waisman Center University of Wisconsin, Madison, WI 53706, USA,Department of Brain and Cognitive Sciences Seoul National University, Korea;

    Department of Brain and Cognitive Sciences Seoul National University, Korea;

    Waisman Laboratory for Brain Imaging and Behavior;

    Vocal Tract Development Laboratory, Waisman Center University of Wisconsin, Madison, WI 53706, USA;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 医用物理学;
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