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

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 f...

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Main Authors: Yujia Zhu, Shengwen Zheng, Guosheng Yang, Xiangling Fu, Ning Xiao, Aonan Wen, Yong Wang, Yijiao Zhao
Format: Article
Language:English
Published: BMC 2020-11-01
Series:BMC Oral Health
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12903-020-01311-3
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spelling doaj-f6e8106840904a1db975e9df2614f8b02020-11-25T04:09:15ZengBMCBMC Oral Health1472-68312020-11-0120111110.1186/s12903-020-01311-3A novel method for 3D face symmetry reference plane based on weighted Procrustes analysis algorithmYujia Zhu0Shengwen Zheng1Guosheng Yang2Xiangling Fu3Ning Xiao4Aonan Wen5Yong Wang6Yijiao Zhao7Center of Digital Dentistry, Peking University School and Hospital of StomatologySchool of Software Engineering, Beijing University of Posts and TelecommunicationsSchool of Software Engineering, Beijing University of Posts and TelecommunicationsSchool of Software Engineering, Beijing University of Posts and TelecommunicationsCenter of Digital Dentistry, Peking University School and Hospital of StomatologyCenter of Digital Dentistry, Peking University School and Hospital of StomatologyCenter of Digital Dentistry, Peking University School and Hospital of StomatologyCenter of Digital Dentistry, Peking University School and Hospital of StomatologyAbstract 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.http://link.springer.com/article/10.1186/s12903-020-01311-3Symmetry reference planeProcrustes analysisThree-dimensional facial dataMandibular deviationAnatomic landmarks
collection DOAJ
language English
format Article
sources DOAJ
author Yujia Zhu
Shengwen Zheng
Guosheng Yang
Xiangling Fu
Ning Xiao
Aonan Wen
Yong Wang
Yijiao Zhao
spellingShingle Yujia Zhu
Shengwen Zheng
Guosheng Yang
Xiangling Fu
Ning Xiao
Aonan Wen
Yong Wang
Yijiao Zhao
A novel method for 3D face symmetry reference plane based on weighted Procrustes analysis algorithm
BMC Oral Health
Symmetry reference plane
Procrustes analysis
Three-dimensional facial data
Mandibular deviation
Anatomic landmarks
author_facet Yujia Zhu
Shengwen Zheng
Guosheng Yang
Xiangling Fu
Ning Xiao
Aonan Wen
Yong Wang
Yijiao Zhao
author_sort Yujia Zhu
title A novel method for 3D face symmetry reference plane based on weighted Procrustes analysis algorithm
title_short A novel method for 3D face symmetry reference plane based on weighted Procrustes analysis algorithm
title_full A novel method for 3D face symmetry reference plane based on weighted Procrustes analysis algorithm
title_fullStr A novel method for 3D face symmetry reference plane based on weighted Procrustes analysis algorithm
title_full_unstemmed A novel method for 3D face symmetry reference plane based on weighted Procrustes analysis algorithm
title_sort novel method for 3d face symmetry reference plane based on weighted procrustes analysis algorithm
publisher BMC
series BMC Oral Health
issn 1472-6831
publishDate 2020-11-01
description 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.
topic Symmetry reference plane
Procrustes analysis
Three-dimensional facial data
Mandibular deviation
Anatomic landmarks
url http://link.springer.com/article/10.1186/s12903-020-01311-3
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