Fully Automated and Highly Accurate Dense Correspondence for Facial Surfaces

被引:30
作者
Grewe, Carl Martin [1 ]
Zachow, Stefan [1 ]
机构
[1] Zuse Inst Berlin, Math Life & Mat Sci, Berlin, Germany
来源
COMPUTER VISION - ECCV 2016 WORKSHOPS, PT II | 2016年 / 9914卷
关键词
Dense face matching; Face shape and appearance models; Markerless motion capture; 3D; DATABASE; MODEL;
D O I
10.1007/978-3-319-48881-3_38
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a novel framework for fully automated and highly accurate determination of facial landmarks and dense correspondence, e.g. a topologically identical mesh of arbitrary resolution, across the entire surface of 3D face models. For robustness and reliability of the proposed approach, we are combining 2D landmark detectors and 3D statistical shape priors with a variational matching method. Instead of matching faces in the spatial domain only, we employ image registration to align the 2D parametrization of the facial surface to a planar template we call the Unified Facial Parameter Domain (UFPD). This allows us to simultaneously match salient photometric and geometric facial features using robust image similarity measures while reasonably constraining geometric distortion in regions with less significant features. We demonstrate the accuracy of the dense correspondence established by our framework on the BU3DFE database with 2500 facial surfaces and show, that our framework outperforms current state-of-the-art methods with respect to the fully automated location of facial landmarks.
引用
收藏
页码:552 / 568
页数:17
相关论文
共 46 条
[1]  
[Anonymous], 2015, P IEEE INT C AUT FAC, DOI DOI 10.1109/FG.2015.7163082
[2]  
[Anonymous], 2003, UNMASKING FACE GUIDE
[3]  
[Anonymous], 2006, Pattern Recognition and Machine Learning
[4]  
[Anonymous], IEEE WINT C APPL COM
[5]  
[Anonymous], TECHNICAL REPORT
[6]   High-Quality Single-Shot Capture of Facial Geometry [J].
Beeler, Thabo ;
Bickel, Bernd ;
Beardsley, Paul ;
Sumner, Bob ;
Gross, Markus .
ACM TRANSACTIONS ON GRAPHICS, 2010, 29 (04)
[7]   High-Quality Passive Facial Performance Capture using Anchor Frames [J].
Beeler, Thabo ;
Hahn, Fabian ;
Bradley, Derek ;
Bickel, Bernd ;
Beardsley, Paul ;
Gotsman, Craig ;
Sumner, Robert W. ;
Gross, Markus .
ACM TRANSACTIONS ON GRAPHICS, 2011, 30 (04)
[8]   A METHOD FOR REGISTRATION OF 3-D SHAPES [J].
BESL, PJ ;
MCKAY, ND .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (02) :239-256
[9]   A morphable model for the synthesis of 3D faces [J].
Blanz, V ;
Vetter, T .
SIGGRAPH 99 CONFERENCE PROCEEDINGS, 1999, :187-194
[10]   Face recognition based on fitting a 3D morphable model [J].
Blanz, V ;
Vetter, T .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (09) :1063-1074