Statistical Analysis of 3D Faces in Motion

被引:10
|
作者
Bolkart, Timo [1 ]
Wuhrer, Stefanie [1 ]
机构
[1] Univ Saarland, Cluster Excellence MMCI, D-66123 Saarbrucken, Germany
关键词
D O I
10.1109/3DV.2013.22
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We perform statistical analysis of 3D facial shapes in motion over different subjects and different motion sequences. For this, we represent each motion sequence in a multilinear model space using one vector of coefficients for identity and one high-dimensional curve for the motion. We apply the resulting statistical model to two applications: to synthesize motion sequences, and to perform expression recognition. En route to building the model, we present a fully automatic approach to register 3D facial motion data, based on a multilinear model, and show that the resulting registrations are of high quality.
引用
收藏
页码:103 / 110
页数:8
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