Cargando…
A novel method for 3D face symmetry reference plane based on weighted Procrustes analysis algorithm
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 S...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7659067/ https://www.ncbi.nlm.nih.gov/pubmed/33176780 http://dx.doi.org/10.1186/s12903-020-01311-3 |
_version_ | 1783608782968848384 |
---|---|
author | Zhu, Yujia Zheng, Shengwen Yang, Guosheng Fu, Xiangling Xiao, Ning Wen, Aonan Wang, Yong Zhao, Yijiao |
author_facet | Zhu, Yujia Zheng, Shengwen Yang, Guosheng Fu, Xiangling Xiao, Ning Wen, Aonan Wang, Yong Zhao, Yijiao |
author_sort | Zhu, Yujia |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-7659067 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-76590672020-11-13 A novel method for 3D face symmetry reference plane based on weighted Procrustes analysis algorithm Zhu, Yujia Zheng, Shengwen Yang, Guosheng Fu, Xiangling Xiao, Ning Wen, Aonan Wang, Yong Zhao, Yijiao BMC Oral Health Research Article 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. BioMed Central 2020-11-11 /pmc/articles/PMC7659067/ /pubmed/33176780 http://dx.doi.org/10.1186/s12903-020-01311-3 Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Zhu, Yujia Zheng, Shengwen Yang, Guosheng Fu, Xiangling Xiao, Ning Wen, Aonan Wang, Yong Zhao, Yijiao A novel method for 3D face symmetry reference plane based on weighted Procrustes analysis algorithm |
title | 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_short | 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 |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7659067/ https://www.ncbi.nlm.nih.gov/pubmed/33176780 http://dx.doi.org/10.1186/s12903-020-01311-3 |
work_keys_str_mv | AT zhuyujia anovelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT zhengshengwen anovelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT yangguosheng anovelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT fuxiangling anovelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT xiaoning anovelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT wenaonan anovelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT wangyong anovelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT zhaoyijiao anovelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT zhuyujia novelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT zhengshengwen novelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT yangguosheng novelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT fuxiangling novelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT xiaoning novelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT wenaonan novelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT wangyong novelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm AT zhaoyijiao novelmethodfor3dfacesymmetryreferenceplanebasedonweightedprocrustesanalysisalgorithm |