Constructing 3D facial hierarchical structure based on surface measurements

被引:3
作者
Lv, Chenlei [1 ,2 ]
Wu, Zhongke [1 ,2 ]
Wang, Xingce [1 ,2 ]
Zhou, Mingquan [1 ,2 ]
机构
[1] Beijing Normal Univ, Coll Informat Sci & Technol, Beijing 100875, Peoples R China
[2] Beijing Normal Univ, Engn Res Ctr Virtual Real & Applicat, Minist Educ, Beijing Key Lab Digital Preservat & Virtual Real, Beijing 100875, Peoples R China
基金
北京市自然科学基金; 国家重点研发计划;
关键词
3D facial hierarchical structures; Conformal parametrization; Facial data organization; CLASSIFICATION; RETRIEVAL;
D O I
10.1007/s11042-018-6839-y
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a novel framework for 3D facial similarity measures and facial data organization. The 3D facial similarity measures of our method are based on iso-geodesic stripes and conformal parameterization. Using the conformal parameterization, the 3D facial surface can be mapped into a 2D domain and the iso-geodesic stripes of the face can be measured. The measure results can be regarded as the similarity of faces, which is robust to head poses and facial expressions. Based on the measure result, a hierarchical structure of faces can be constructed, which is used to organize different faces. The structure can be utilized to accelerate the face searching speed in a large database. In experiment, we construct the hierarchical structures from two public facial databases: Gavab and Texas3D. The searching speed based on the structure can be increased by 4-6 times without accuracy loss of recognition.
引用
收藏
页码:14753 / 14776
页数:24
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