Tooth morphometry using quasi-conformal theory

被引:22
作者
Choi, Gary P. T. [1 ]
Chan, Hei Long [2 ]
Yong, Robin [3 ]
Ranjitkar, Sarbin [3 ]
Brook, Alan [3 ]
Townsend, Grant [3 ]
Chen, Ke [4 ]
Lui, Lok Ming [2 ]
机构
[1] Harvard Univ, John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USA
[2] Chinese Univ Hong Kong, Dept Math, Hong Kong, Peoples R China
[3] Univ Adelaide, Adelaide Dent Sch, Adelaide, SA, Australia
[4] Univ Liverpool, Dept Math Sci, Liverpool, Merseyside, England
关键词
Tooth morphometry; Quasi-conformal theory; Shape analysis; Teichmuller map; Ancestry; Sexual dimorphism; Classification; MILD COGNITIVE IMPAIRMENT; SEXUAL-DIMORPHISM; SHAPE-ANALYSIS; PARAMETERIZATION; SEGMENTATION; REGISTRATION; DISEASE;
D O I
10.1016/j.patcog.2019.107064
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Shape analysis is important in anthropology, bioarchaeology and forensic science for interpreting useful information from human remains. In particular, teeth are morphologically stable and hence well-suited for shape analysis. In this work, we propose a framework for tooth morphometry using quasi-conformal theory. Landmark-matching Teichmuller maps are used for establishing a 1-1 correspondence between tooth surfaces with prescribed anatomical landmarks. Then, a quasi-conformal statistical shape analysis model based on the Teichmuller mapping results is proposed for building a tooth classification scheme. We deploy our framework on a dataset of human premolars to analyze the tooth shape variation among genders and ancestries. Experimental results show that our method achieves much higher classification accuracy with respect to both gender and ancestry when compared to the existing methods. Furthermore, our model reveals the underlying tooth shape difference between different genders and ancestries in terms of the local geometric distortion and curvatures. In particular, our experiment suggests that the shape difference between genders is mostly captured by the conformal distortion but not the curvatures, while that between ancestries is captured by both of them. (C) 2019 Elsevier Ltd. All rights reserved.
引用
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页数:11
相关论文
共 42 条
[1]   Human sex chromosomes in oral and craniofacial growth [J].
Alvesalo, Lassi .
ARCHIVES OF ORAL BIOLOGY, 2009, 54 :S18-S24
[2]  
[Anonymous], 1987, Smooth Subdivision Surfaces Based on Triangles
[4]  
Bookstein FL., 1991, MORPHOMETRIC TOOLS L, DOI [10.1017/CBO9780511573064, DOI 10.1017/CBO9780511573064]
[5]   Bagging predictors [J].
Breiman, L .
MACHINE LEARNING, 1996, 24 (02) :123-140
[6]  
Brown T, 2011, YUENDUMU: LEGACY OF A LONGITUDINAL GROWTH STUDY IN CENTRAL AUSTRALIA, P1
[7]   Quasi-conformal statistical shape analysis of hippocampal surfaces for Alzheimer's disease analysis [J].
Chan, Hei Long ;
Li, Hangfan ;
Lui, Lok Ming .
NEUROCOMPUTING, 2016, 175 :177-187
[8]  
Choi G.P.T., ARXIV181203434
[9]   Planar morphometrics using Teichmuller maps [J].
Choi, Gary P. T. ;
Mahadevan, L. .
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2018, 474 (2217)
[10]   Density-Equalizing Maps for Simply Connected Open Surfaces [J].
Choi, Gary P. T. ;
Rycroft, Chris H. .
SIAM JOURNAL ON IMAGING SCIENCES, 2018, 11 (02) :1134-1178