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A Framework for 3D Analysis of Facial Morphology in Fetal Alcohol Syndrome

机译:胎儿酒精综合症面部形态的3D分析框架

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摘要

Surface-based morphometry (SBM) is widely used in biomed-ical imaging and other domains to localize shape changes related to different conditions. This paper presents a computational framework that integrates a set of effective surface registration and analysis methods to form a unified SBM processing pipeline. Surface registration includes two parts: surface alignment in the object space by employing the iterative closest point (ICP) method, and surface alignment in the parameter space by using conformal mapping and landmark-based thin-plate spline methods. Statistical group analysis of registered surface data is then conducted by surface-based general linear model and random field theory addressing multiple testing issues. The effectiveness of the proposed framework is demonstrated by applying it to a fetal alcohol syndrome (FAS) study for identifying facial dysmorphology in FAS patients.
机译:基于表面的形态计量学(SBM)被广泛用于生物医学成像和其他领域,以定位与不同条件相关的形状变化。本文提出了一个计算框架,该框架集成了一组有效的表面套准和分析方法,以形成一个统一的SBM处理管道。表面配准包括两部分:使用迭代最近点(ICP)方法在对象空间中进行表面对齐,以及使用保形映射和基于界标的薄板样条方法在参数空间中进行表面对齐。然后,通过基于表面的通用线性模型和随机场理论对已注册表面数据进行统计分组分析,以解决多个测试问题。通过将其应用于胎儿酒精综合症(FAS)研究以鉴定FAS患者的面部畸形,证明了该框架的有效性。

著录项

  • 来源
    《Medical imaging and augmented reality》|2010年|p.118-127|共10页
  • 会议地点 Beijing(CN);Beijing(CN)
  • 作者单位

    Dept. of Computer and Info. Science, Purdue University, Indianapolis, IN, USA,Dept. of Radiology and Imaging Sciences,Indiana University School of Medicine, Indianapolis, IN, USA,Jiangxi University of Finance and Economics, Jiangxi, China;

    Dept. of Computer and Info. Science, Purdue University, Indianapolis, IN, USA,Dept. of Radiology and Imaging Sciences,Indiana University School of Medicine, Indianapolis, IN, USA;

    Dept. of Computer and Info. Science, Purdue University, Indianapolis, IN, USA;

    Dept. of Computer and Info. Science, Purdue University, Indianapolis, IN, USA;

    Dept. of Child Neurology, HUCH Hospital for Children Adolescents, Findland;

    Folkhalsan Research Center, Helsinki, Finland;

    Department of Psychology, San Diego State University, CA, USA;

    Sanford School of Medicine, University of South Dakota, Vermillion, SD, USA;

    St. Vincent Women's Hospital, Indianapolis, IN, USA;

    Dept. of Medical and Molecular Genetics,Indiana University School of Medicine, Indianapolis, IN, USA;

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

  • 入库时间 2022-08-26 14:09:57

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