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一种基于加权 Procrustes 分析算法的三维人脸对称参考平面的新方法。

A novel method for 3D face symmetry reference plane based on weighted Procrustes analysis algorithm.

机构信息

Center of Digital Dentistry, Peking University School and Hospital of Stomatology, No.22 Zhongguancun Avenue South, Haidian District, Beijing, 100081, China.

National Engineering Laboratory for Digital and Material Technology of Stomatology, No.22 Zhongguancun Avenue South, Haidian District, Beijing, 100081, China.

出版信息

BMC Oral Health. 2020 Nov 11;20(1):319. doi: 10.1186/s12903-020-01311-3.

Abstract

BACKGROUND

We aimed to establish a novel method, using the weighted Procrustes analysis (WPA) algorithm, which assigns weight to facial anatomical landmarks, to construct a three-dimensional facial symmetry reference plane (SRP) for mandibular deviation patients.

METHODS

Three-dimensional facial SRPs were independently extracted from 15 mandibular deviation patients using both our WPA algorithm and the standard PA algorithm. A reference plane was defined to serve as the ground truth. To determine whether the WPA SRP or the PA SRP was closer to the ground truth, we measured the position error of mirrored landmarks, the facial asymmetry index (FAI) error, and the angle error for the global face and each facial third partition.

RESULTS

The average angle error between the WPA SRP and the ground truth was 1.66 ± 0.81°, which was smaller than that between the PA SRP and the ground truth. The position error of the mirrored landmarks constructed using the WPA algorithm in the global face (3.64 ± 1.53 mm) and each facial partition was lower than that constructed using the PA algorithm. The average FAI error of the WPA SRP was - 7.77 ± 17.02 mm, which was smaller than that of the PA SRP.

CONCLUSIONS

This novel automatic algorithm, based on weighted anatomic landmarks, can provide a more adaptable SRP than the standard PA algorithm when applied to severe mandibular deviation patients and can better simulate the diagnosis strategies of clinical experts.

摘要

背景

我们旨在建立一种新的方法,使用加权 Procrustes 分析(WPA)算法,为下颌偏斜患者构建三维面部对称参考平面(SRP),该方法为面部解剖学标志赋予权重。

方法

使用我们的 WPA 算法和标准 PA 算法,从 15 例下颌偏斜患者中分别提取三维面部 SRP。定义一个参考平面作为基准。为了确定 WPA SRP 或 PA SRP 更接近基准,我们测量了镜像标志的位置误差、面部不对称指数(FAI)误差以及整体面部和每个面部三分之一分区的角度误差。

结果

WPA SRP 与基准之间的平均角度误差为 1.66±0.81°,小于 PA SRP 与基准之间的角度误差。使用 WPA 算法构建的全局面部(3.64±1.53 mm)和每个面部分区中镜像标志的位置误差低于使用 PA 算法构建的位置误差。WPA SRP 的平均 FAI 误差为-7.77±17.02 mm,小于 PA SRP 的平均 FAI 误差。

结论

与标准 PA 算法相比,这种基于加权解剖标志的新型自动算法可应用于严重下颌偏斜患者时,提供更具适应性的 SRP,并且能够更好地模拟临床专家的诊断策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/873c/7659067/c078580d374e/12903_2020_1311_Fig1_HTML.jpg

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