基于 EDMA 对齐算法,为不对称患者自动提取面部正中矢状面。

IF 2.4 2区 医学 Q2 DENTISTRY, ORAL SURGERY & MEDICINE
Yujia Zhu, Aonan Wen, Ning Xiao, Zixiang Gao, Shengwen Zheng, Xiangling Fu, Yijiao Zhao, Yong Wang
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引用次数: 0

摘要

研究背景我们旨在为下颌偏斜患者建立一种自动构建三维(3D)正中矢状面(MSP)的新方法,从而提高美学评估治疗进展的效率。我们开发了一种基于欧氏距离矩阵分析的欧氏加权普氏分析(EWPA)算法,用于提取三维面部MSP,自动为面部解剖地标分配权重:招募 40 名下颌骨偏斜患者,分别作为实验组 1 和实验组 2,使用基于原始镜像配准的 Procrustes 分析(PA)算法和本研究开发的 EWPA 算法构建患者各面部模型的 MSP。作为参照组,使用专家定义的区域迭代最近点算法构建 MSP。将两个实验组的角度误差与参照组的角度误差进行比较,以评估其临床适用性:结果:两种 EWPA 算法和 PA 算法为 40 名患者构建的 MSP 的角度误差分别为 1.39 ± 0.85°、1.39 ± 0.78°和 1.91 ± 0.80°。两种 EWPA 算法在中度面部不对称患者中表现最佳,在重度面部不对称患者中,角度误差低于 2°,比 PA 算法有显著改善:基于三维面部形态分析的EWPA算法在构建下颌偏斜面部不对称畸形患者的三维面部MSP方面的临床应用比传统的PA算法有显著改善,达到了口腔临床专家级诊断策略的效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Automatic extraction of facial median sagittal plane for patients with asymmetry based on the EDMA alignment algorithm.

Background: We aimed to establish a novel method for automatically constructing three-dimensional (3D) median sagittal plane (MSP) for mandibular deviation patients, which can increase the efficiency of aesthetic evaluating treatment progress. We developed a Euclidean weighted Procrustes analysis (EWPA) algorithm for extracting 3D facial MSP based on the Euclidean distance matrix analysis, automatically assigning weight to facial anatomical landmarks.

Methods: Forty patients with mandibular deviation were recruited, and the Procrustes analysis (PA) algorithm based on the original mirror alignment and EWPA algorithm developed in this study were used to construct the MSP of each facial model of the patient as experimental groups 1 and 2, respectively. The expert-defined regional iterative closest point algorithm was used to construct the MSP as the reference group. The angle errors of the two experimental groups were compared to those of the reference group to evaluate their clinical suitability.

Results: The angle errors of the MSP constructed by the two EWPA and PA algorithms for the 40 patients were 1.39 ± 0.85°, 1.39 ± 0.78°, and 1.91 ± 0.80°, respectively. The two EWPA algorithms performed best in patients with moderate facial asymmetry, and in patients with severe facial asymmetry, the angle error was below 2°, which was a significant improvement over the PA algorithm.

Conclusions: The clinical application of the EWPA algorithm based on 3D facial morphological analysis for constructing a 3D facial MSP for patients with mandibular deviated facial asymmetry deformity showed a significant improvement over the conventional PA algorithm and achieved the effect of a dental clinical expert-level diagnostic strategy.

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来源期刊
Head & Face Medicine
Head & Face Medicine DENTISTRY, ORAL SURGERY & MEDICINE-
CiteScore
4.70
自引率
3.30%
发文量
32
审稿时长
>12 weeks
期刊介绍: Head & Face Medicine is a multidisciplinary open access journal that publishes basic and clinical research concerning all aspects of cranial, facial and oral conditions. The journal covers all aspects of cranial, facial and oral diseases and their management. It has been designed as a multidisciplinary journal for clinicians and researchers involved in the diagnostic and therapeutic aspects of diseases which affect the human head and face. The journal is wide-ranging, covering the development, aetiology, epidemiology and therapy of head and face diseases to the basic science that underlies these diseases. Management of head and face diseases includes all aspects of surgical and non-surgical treatments including psychopharmacological therapies.
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