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Published in: BMC Oral Health 1/2020

Open Access 01-12-2020 | Research article

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

Authors: Yujia Zhu, Shengwen Zheng, Guosheng Yang, Xiangling Fu, Ning Xiao, Aonan Wen, Yong Wang, Yijiao Zhao

Published in: BMC Oral Health | Issue 1/2020

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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.
Literature
1.
go back to reference Fang JJ, Tu YH, Wong TY, Liu JK, Zhang YX, Leong IF, Chen KC. Evaluation of mandibular contour in patients with significant facial asymmetry. Int J Oral Maxillofac Surg. 2016;45(7):922–31.PubMedCrossRef Fang JJ, Tu YH, Wong TY, Liu JK, Zhang YX, Leong IF, Chen KC. Evaluation of mandibular contour in patients with significant facial asymmetry. Int J Oral Maxillofac Surg. 2016;45(7):922–31.PubMedCrossRef
2.
go back to reference Hsu SS, Gateno J, Bell RB, Hirsch DL, Markiewicz MR, Teichgraeber JF, Zhou X, Xia JJ. Accuracy of a computer-aided surgical simulation protocol for orthognathic surgery: a prospective multicenter study. J Oral Maxillofac Surg. 2013;71(1):128–42.PubMedCrossRef Hsu SS, Gateno J, Bell RB, Hirsch DL, Markiewicz MR, Teichgraeber JF, Zhou X, Xia JJ. Accuracy of a computer-aided surgical simulation protocol for orthognathic surgery: a prospective multicenter study. J Oral Maxillofac Surg. 2013;71(1):128–42.PubMedCrossRef
3.
go back to reference Hwang HS, Hwang CH, Lee KH, Kang BC. Maxillofacial 3-dimensional image analysis for the diagnosis of facial asymmetry. Am J Orthod Dentofac Orthop. 2006;130(6):779–85.CrossRef Hwang HS, Hwang CH, Lee KH, Kang BC. Maxillofacial 3-dimensional image analysis for the diagnosis of facial asymmetry. Am J Orthod Dentofac Orthop. 2006;130(6):779–85.CrossRef
4.
go back to reference Berssenbruegge P, Lingemann-Koch M, Abeler A, Runte C, Jung S, Kleinheinz J, Denz C, Dirksen D. Measuring facial symmetry: a perception-based approach using 3D shape and color. Biomed Tech Biomed Eng. 2015;60(1):39–47. Berssenbruegge P, Lingemann-Koch M, Abeler A, Runte C, Jung S, Kleinheinz J, Denz C, Dirksen D. Measuring facial symmetry: a perception-based approach using 3D shape and color. Biomed Tech Biomed Eng. 2015;60(1):39–47.
5.
go back to reference Philipp MM, Angelika SE, Ute B, Jutta H, Janka K. Three-dimensional perception of facial asymmetry. Eur J Orthod. 2011;33(6):647–53.CrossRef Philipp MM, Angelika SE, Ute B, Jutta H, Janka K. Three-dimensional perception of facial asymmetry. Eur J Orthod. 2011;33(6):647–53.CrossRef
6.
go back to reference Verhoeven T, Xi T, Schreurs R, Bergé S, Maal T. Quantification of facial asymmetry: a comparative study of landmark-based and surface-based registrations. J Cranio Maxillofac Surg. 2016;44(9):1131–6.CrossRef Verhoeven T, Xi T, Schreurs R, Bergé S, Maal T. Quantification of facial asymmetry: a comparative study of landmark-based and surface-based registrations. J Cranio Maxillofac Surg. 2016;44(9):1131–6.CrossRef
7.
go back to reference Honrado CP, Larrabee WF. Update in three-dimensional imaging in facial plastic surgery. Curr Opin Otolaryngol Head Neck Surg. 2004;12(4):327–31.PubMedCrossRef Honrado CP, Larrabee WF. Update in three-dimensional imaging in facial plastic surgery. Curr Opin Otolaryngol Head Neck Surg. 2004;12(4):327–31.PubMedCrossRef
8.
go back to reference Masoud MI, Neetu B, Jose CC, Amornrut M, Veerasathpurush A, Arshan H, Hawkins HC, Erik OC. 3D dentofacial photogrammetry reference values: a novel approach to orthodontic diagnosis. Eur J Orthod. 2016;39(2):215–25. Masoud MI, Neetu B, Jose CC, Amornrut M, Veerasathpurush A, Arshan H, Hawkins HC, Erik OC. 3D dentofacial photogrammetry reference values: a novel approach to orthodontic diagnosis. Eur J Orthod. 2016;39(2):215–25.
9.
go back to reference Djordjevic J, Toma AM, Zhurov AI, Richmond S. Three-dimensional quantification of facial symmetry in adolescents using laser surface scanning. Eur J Orthod. 2014;36(2):125–32.PubMedCrossRef Djordjevic J, Toma AM, Zhurov AI, Richmond S. Three-dimensional quantification of facial symmetry in adolescents using laser surface scanning. Eur J Orthod. 2014;36(2):125–32.PubMedCrossRef
10.
go back to reference Huang CS, Liu XQ, Chen YR. Facial asymmetry index in normal young adults. Orthod Craniofac Res. 2013;16(2):97–104.PubMedCrossRef Huang CS, Liu XQ, Chen YR. Facial asymmetry index in normal young adults. Orthod Craniofac Res. 2013;16(2):97–104.PubMedCrossRef
11.
go back to reference Hyeon-Shik H, Yuan D, Kweon-Heui J, Gi-Soo U, Jin-Hyoung C, Sook-Ja Y. Three-dimensional soft tissue analysis for the evaluation of facial asymmetry in normal occlusion individuals. Korean J Orthod. 2012;42(2):56–63.CrossRef Hyeon-Shik H, Yuan D, Kweon-Heui J, Gi-Soo U, Jin-Hyoung C, Sook-Ja Y. Three-dimensional soft tissue analysis for the evaluation of facial asymmetry in normal occlusion individuals. Korean J Orthod. 2012;42(2):56–63.CrossRef
12.
go back to reference Al-Anezi T, Khambay B, Peng MJ, O’Leary E, Ju X, Ayoub A. A new method for automatic tracking of facial landmarks in 3D motion captured images (4D). Int J Oral Maxillofac Surg. 2013;42(1):9–18.PubMedCrossRef Al-Anezi T, Khambay B, Peng MJ, O’Leary E, Ju X, Ayoub A. A new method for automatic tracking of facial landmarks in 3D motion captured images (4D). Int J Oral Maxillofac Surg. 2013;42(1):9–18.PubMedCrossRef
13.
go back to reference Codari M, Pucciarelli V, Stangoni F, Zago M, Sforza C. Facial thirds—based evaluation of facial asymmetry using stereophotogrammetric devices: application to facial palsy subjects. J Cranio Maxillofac SurG. 2016;45(1):76.CrossRef Codari M, Pucciarelli V, Stangoni F, Zago M, Sforza C. Facial thirds—based evaluation of facial asymmetry using stereophotogrammetric devices: application to facial palsy subjects. J Cranio Maxillofac SurG. 2016;45(1):76.CrossRef
14.
go back to reference Hartmann J, Meyer-Marcotty P, Benz M, Haeusler G, Stellzig-Eisenhauer A. Reliability of a method for computing facial symmetry plane and degree of asymmetry based on 3D-data. J Orofac Orthop-Fortschritte Der Kieferorthopadie. 2007;68(6):477–90.CrossRef Hartmann J, Meyer-Marcotty P, Benz M, Haeusler G, Stellzig-Eisenhauer A. Reliability of a method for computing facial symmetry plane and degree of asymmetry based on 3D-data. J Orofac Orthop-Fortschritte Der Kieferorthopadie. 2007;68(6):477–90.CrossRef
15.
go back to reference Du S, Xu Y, Wan T, Hu H, Zhang X. Robust iterative closest point algorithm based on global reference point for rotation invariant registration. PLoS ONE. 2017;12(11):e0188039.PubMedPubMedCentralCrossRef Du S, Xu Y, Wan T, Hu H, Zhang X. Robust iterative closest point algorithm based on global reference point for rotation invariant registration. PLoS ONE. 2017;12(11):e0188039.PubMedPubMedCentralCrossRef
16.
go back to reference Damstra J, Fourie Z, Wit MD, Ren Y. A three-dimensional comparison of a morphometric and conventional cephalometric midsagittal planes for craniofacial asymmetry. Clin Oral Invest. 2011;16(1):285–94.CrossRef Damstra J, Fourie Z, Wit MD, Ren Y. A three-dimensional comparison of a morphometric and conventional cephalometric midsagittal planes for craniofacial asymmetry. Clin Oral Invest. 2011;16(1):285–94.CrossRef
17.
go back to reference Besl P, McKay N. Method for registration of 3-D shapes. IEEE Trans Pattern Anal Mach Intell. 1992;14:239–56.CrossRef Besl P, McKay N. Method for registration of 3-D shapes. IEEE Trans Pattern Anal Mach Intell. 1992;14:239–56.CrossRef
18.
go back to reference Walters M, Claes P, Kakulas E, Clement JG. Robust and regional 3D facial asymmetry assessment in hemimandibular hyperplasia and hemimandibular elongation anomalies. Int J Oral Maxillofac Surg. 2013;42(1):36–42.PubMedCrossRef Walters M, Claes P, Kakulas E, Clement JG. Robust and regional 3D facial asymmetry assessment in hemimandibular hyperplasia and hemimandibular elongation anomalies. Int J Oral Maxillofac Surg. 2013;42(1):36–42.PubMedCrossRef
19.
go back to reference Ai-Rudainy D, Ju X, Mehendale F, Ayoub A. Assessment of facial asymmetry before and after the surgical repair of cleft lip in unilateral cleft lip and palate cases. Int J Oral Maxillofac Surg. 2018;47(3):411–9.CrossRef Ai-Rudainy D, Ju X, Mehendale F, Ayoub A. Assessment of facial asymmetry before and after the surgical repair of cleft lip in unilateral cleft lip and palate cases. Int J Oral Maxillofac Surg. 2018;47(3):411–9.CrossRef
20.
go back to reference Al Rudainy D, Ju X, Mehendale F, Ayoub A. The effect of facial expression on facial symmetry in surgically managed unilateral cleft lip and palate patients (UCLP). J Plast Reconstr Aesthet Surg. 2019;72(2):273–80.PubMedCrossRef Al Rudainy D, Ju X, Mehendale F, Ayoub A. The effect of facial expression on facial symmetry in surgically managed unilateral cleft lip and palate patients (UCLP). J Plast Reconstr Aesthet Surg. 2019;72(2):273–80.PubMedCrossRef
21.
go back to reference Claes P, Walters M, Vandermeulen D, Clement JG. Spatially-dense 3D facial asymmetry assessment in both typical and disordered growth. J Anat. 2011;219(4):444–55.PubMedPubMedCentralCrossRef Claes P, Walters M, Vandermeulen D, Clement JG. Spatially-dense 3D facial asymmetry assessment in both typical and disordered growth. J Anat. 2011;219(4):444–55.PubMedPubMedCentralCrossRef
22.
go back to reference Xiong Y, Zhao Y, Yang H, Sun Y, Wang Y. Comparison between interactive closest point and Procrustes analysis for determining the median sagittal plane of three-dimensional facial data. J Craniofac Surg. 2016;27(2):441–4.PubMedPubMedCentralCrossRef Xiong Y, Zhao Y, Yang H, Sun Y, Wang Y. Comparison between interactive closest point and Procrustes analysis for determining the median sagittal plane of three-dimensional facial data. J Craniofac Surg. 2016;27(2):441–4.PubMedPubMedCentralCrossRef
23.
go back to reference Wu J, Heike C, Birgfeld C, Evans K, Maga M, Morrison C, Saltzman B, Shapiro L, Tse R. Measuring symmetry in children with unrepaired cleft lip: defining a standard for the three-dimensional mid-facial reference plane. Cleft Palate Craniofac J. 2016;53:695–704.PubMedCrossRef Wu J, Heike C, Birgfeld C, Evans K, Maga M, Morrison C, Saltzman B, Shapiro L, Tse R. Measuring symmetry in children with unrepaired cleft lip: defining a standard for the three-dimensional mid-facial reference plane. Cleft Palate Craniofac J. 2016;53:695–704.PubMedCrossRef
24.
go back to reference Wu J, Tse R, Shapiro LG. Learning to rank the severity of unrepaired cleft lip nasal deformity on 3D mesh data. Proc IAPR Int Conf Pattern Recognit. 2014;2014:460–4. Wu J, Tse R, Shapiro LG. Learning to rank the severity of unrepaired cleft lip nasal deformity on 3D mesh data. Proc IAPR Int Conf Pattern Recognit. 2014;2014:460–4.
25.
go back to reference Tan W, Kang Y, Dong Z, Chen C, Yin X, Su Y, Zhang Y, Zhang L, Xu L. An approach to extraction midsagittal plane of skull from brain CT images for oral and maxillofacial surgery. IEEE Access. 2019;7:203–17.CrossRef Tan W, Kang Y, Dong Z, Chen C, Yin X, Su Y, Zhang Y, Zhang L, Xu L. An approach to extraction midsagittal plane of skull from brain CT images for oral and maxillofacial surgery. IEEE Access. 2019;7:203–17.CrossRef
26.
go back to reference Benz M, Laboureux X, Maier T, Nkenke E, Seeger S, Neukam FW, Häusler G. The symmetry of faces. In: Vision, modeling, and visualization conference. 2002. Benz M, Laboureux X, Maier T, Nkenke E, Seeger S, Neukam FW, Häusler G. The symmetry of faces. In: Vision, modeling, and visualization conference. 2002.
27.
go back to reference Verhoeven TJ, Nolte JW, Maal TJJ, Berge SJ, Becking AG. Unilateral condylar hyperplasia: a 3-dimensional quantification of asymmetry. PLoS ONE. 2013;8(3):e59391.PubMedPubMedCentralCrossRef Verhoeven TJ, Nolte JW, Maal TJJ, Berge SJ, Becking AG. Unilateral condylar hyperplasia: a 3-dimensional quantification of asymmetry. PLoS ONE. 2013;8(3):e59391.PubMedPubMedCentralCrossRef
28.
go back to reference Zelditch ML, Swiderski DL, Sheets DH, Fink WL. Geometric morphometrics of biologists: a primer. New York: Elsevier Academic Press; 2004. Zelditch ML, Swiderski DL, Sheets DH, Fink WL. Geometric morphometrics of biologists: a primer. New York: Elsevier Academic Press; 2004.
Metadata
Title
A novel method for 3D face symmetry reference plane based on weighted Procrustes analysis algorithm
Authors
Yujia Zhu
Shengwen Zheng
Guosheng Yang
Xiangling Fu
Ning Xiao
Aonan Wen
Yong Wang
Yijiao Zhao
Publication date
01-12-2020
Publisher
BioMed Central
Published in
BMC Oral Health / Issue 1/2020
Electronic ISSN: 1472-6831
DOI
https://doi.org/10.1186/s12903-020-01311-3

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