首页> 美国卫生研究院文献>other >Invariant Crease Lines for Topological and Structural Analysis of Tensor Fields
【2h】

Invariant Crease Lines for Topological and Structural Analysis of Tensor Fields

机译:张量场的拓扑和结构分析的不变折痕线

代理获取
本网站仅为用户提供外文OA文献查询和代理获取服务,本网站没有原文。下单后我们将采用程序或人工为您竭诚获取高质量的原文,但由于OA文献来源多样且变更频繁,仍可能出现获取不到、文献不完整或与标题不符等情况,如果获取不到我们将提供退款服务。请知悉。

摘要

We introduce a versatile framework for characterizing and extracting salient structures in three-dimensional symmetric second-order tensor fields. The key insight is that degenerate lines in tensor fields, as defined by the standard topological approach, are exactly crease (ridge and valley) lines of a particular tensor invariant called mode. This reformulation allows us to apply well-studied approaches from scientific visualization or computer vision to the extraction of topological lines in tensor fields. More generally, this main result suggests that other tensor invariants, such as anisotropy measures like fractional anisotropy (FA), can be used in the same framework in lieu of mode to identify important structural properties in tensor fields. Our implementation addresses the specific challenge posed by the non-linearity of the considered scalar measures and by the smoothness requirement of the crease manifold computation. We use a combination of smooth reconstruction kernels and adaptive refinement strategy that automatically adjust the resolution of the analysis to the spatial variation of the considered quantities. Together, these improvements allow for the robust application of existing ridge line extraction algorithms in the tensor context of our problem. Results are proposed for a diffusion tensor MRI dataset, and for a benchmark stress tensor field used in engineering research.
机译:我们引入了一个通用框架,用于表征和提取三维对称二阶张量场中的显着结构。关键的见解是,由标准拓扑方法定义的张量场中的简并线恰好是特定张量不变式(称为模式)的折线(山脊和谷底)。这种重新构造使我们能够将经过广泛研究的方法从科学可视化或计算机视觉应用于张量场中拓扑线的提取。更一般而言,这个主要结果表明,可以在同一框架中使用其他张量不变式(例如分数各向异性(FA)之类的各向异性度量)来代替模式来识别张量场中的重要结构特性。我们的实现解决了所考虑的标量度量的非线性和折痕流形计算的平滑性要求所带来的特定挑战。我们使用平滑重建内核和自适应细化策略的组合,这些策略会自动将分析的分辨率调整为所考虑量的空间变化。总之,这些改进允许在问题的张量上下文中可靠地应用现有的脊线提取算法。为扩散张量MRI数据集和工程研究中使用的基准应力张量场提出了结果。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
代理获取

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号