3D FACE REPRESENTATION AND RECOGNITION BY INTRINSIC SHAPE DESCRIPTION MAPS

被引:1
|
作者
Guo, Zhe [1 ,2 ]
Zhang, Yanning [1 ]
Xia, Yong [2 ,3 ]
Lin, Zenggang [1 ]
Feng, Dagan [2 ,3 ]
机构
[1] Northwestern Polytech Univ, Sch Comp Sci, Shaanxi Prov Key Lab Speech & Image Informat Pro, Xian 710072, Peoples R China
[2] Univ Sydney, Sch Informat Technol, Biomed & Multimedia Informat Technol Res Grp, Sydney, NSW, Australia
[3] Hong Kong Polytech Univ, Ctr Multimedia Signal Proc, Dept Elect & Informat Engn, Hong Kong, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
Face recognition; Conformal Geometric Maps; Intrinsic Shape Description Map;
D O I
10.1109/ICASSP.2010.5495213
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
We present a novel method for 3D face recognition, in which the 3D facial surface is first mapped into a 2D domain with specified resolution through a global optimization by constrained conformal geometric maps. The Intrinsic Shape Description Map (ISDM) is then constructed through a modeling technique capable to express geometric and appearance information of the 3D face. Hence the 3D surface matching problem can be simplified to a 2D image matching problem, which greatly reduces the computational complexity. Finally, the Intrinsic Shape Description Feature (ISDF) of ISDM and the discrimination analysis can be calculated. Experimental results implemented on GavabDB demonstrate that our proposed method significantly outperforms the existing methods with respect to pose variation.
引用
收藏
页码:854 / 857
页数:4
相关论文
共 50 条
  • [11] 3D Face Recognition in the Conception of Sparse Representation
    Sheng, Daoqing
    Cheng, Hua
    [J]. ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING, PTS 1-3, 2013, 278-280 : 1275 - +
  • [12] 3D face recognition based on sparse representation
    Hengliang Tang
    Yanfeng Sun
    Baocai Yin
    Yun Ge
    [J]. The Journal of Supercomputing, 2011, 58 : 84 - 95
  • [13] An LBP representation framework for 3D face recognition
    Tang, Hengliang
    Sun, Yanfeng
    Yin, Baocai
    Ge, Yun
    [J]. Journal of Information and Computational Science, 2010, 7 (09): : 1905 - 1914
  • [14] 3D Face Recognition via Conformal Representation
    Han, Junhui
    Fang, Chi
    Ding, Xiaoqing
    Sun, Jian
    Gu, Xianfeng D.
    [J]. THREE-DIMENSIONAL IMAGE PROCESSING, MEASUREMENT (3DIPM), AND APPLICATIONS 2014, 2014, 9013
  • [15] An SE(3) invariant description for 3D face recognition
    Jribi, Majdi
    Rihani, Amal
    Ben Khlifa, Ameni
    Ghorbel, Faouzi
    [J]. IMAGE AND VISION COMPUTING, 2019, 89 : 106 - 119
  • [16] 3D Face Recognition by Collaborative Representation Based on Face Feature
    Zang, Huaijuan
    Zhan, Shu
    Zhang, Mingjun
    Zhao, Jingjing
    Liang, Zhicheng
    [J]. BIOMETRIC RECOGNITION (CCBR 2014), 2014, 8833 : 182 - 190
  • [17] 3D shape representation with spatial probabilistic distribution of intrinsic shape keypoints
    Vijaya K. Ghorpade
    Paul Checchin
    Laurent Malaterre
    Laurent Trassoudaine
    [J]. EURASIP Journal on Advances in Signal Processing, 2017
  • [18] 3D shape representation with spatial probabilistic distribution of intrinsic shape keypoints
    Ghorpade, Vijaya K.
    Checchin, Paul
    Malaterre, Laurent
    Trassoudaine, Laurent
    [J]. EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2017,
  • [19] Face-Tree: a Compact Discrete 3D Face Shape Representation
    Werghi, Naoufel
    [J]. 2013 FIRST INTERNATIONAL CONFERENCE ON COMMUNICATIONS SIGNAL PROCESSING, AND THEIR APPLICATIONS (ICCSPA'13), 2013,
  • [20] A Novel and Accurate Local 3D Representation for Face Recognition
    Mathlouthi, Soumaya
    Jribi, Majdi
    Ghorbel, Faouzi
    [J]. ADVANCED CONCEPTS FOR INTELLIGENT VISION SYSTEMS (ACIVS 2017), 2017, 10617 : 161 - 169