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THE IMPACT OF MATCHING FUNCTIONAL ON ATROPHY MEASUREMENT FROM GEODESIC SHOOTING IN DIFFEOMORPHISMS

机译:匹配函数对大地貌测距中的测距测量的影响

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摘要

Longitudinal registration has been used to map brain atrophy and tissue loss patterns over time, in both healthy and demented subjects. However, we have not seen a thorough application of the geodesic shooting in diffeomorphisms framework for this task. The registration model is complex and several choices must be made that may significantly impact the quality of results. One of these decisions is which image matching functional should drive the registration. We investigate four matching functionals for atrophy quantification using geodesic shooting in diffeomorphisms. We check if the choice of matching functional has an impact on the correlation of atrophy scores with clinical variables. We also check the impact of matching functional choice on estimates of the N80 sample size for hypothetical clinical trials that test for slowing of brain atrophy. We find that the mutual information function, which has primarily been used for linear and multi-modal registration, achieves comparable correlation with clinical variables to other matching functionals while yielding better sample size estimates.
机译:在健康和痴呆患者中,纵向配准已被用于绘制随时间推移的脑萎缩和组织丢失模式的图。但是,我们尚未在测微框架中看到测地线射击在此任务中的全面应用。注册模型很复杂,必须做出几种选择,这些选择可能会严重影响结果的质量。这些决定之一是哪个图像匹配功能应驱动配准。我们调查了在测地射中使用测地线射击进行萎缩量化的四个匹配功能。我们检查匹配功能的选择是否对萎缩分数与临床变量的相关性有影响。我们还检查了功能匹配选择对N80样本量估计值的影响,以进行假设性临床试验来测试脑萎缩的速度。我们发现,主要用于线性和多模式配准的互信息函数在实现更好的样本量估计的同时,还实现了与临床变量与其他匹配函数可比的相关性。

著录项

  • 期刊名称 other
  • 作者单位
  • 年(卷),期 -1(2017),-1
  • 年度 -1
  • 页码 873–877
  • 总页数 10
  • 原文格式 PDF
  • 正文语种
  • 中图分类
  • 关键词

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