3D Facial Expression Classification Based On Self-Organizing Mapping Network

被引：0
|
作者：
Yin, Xiaojuan [1 ]
Ju, Quan [1 ]
Li, Shuhong [1 ]
机构：
[1] Henan Univ Econ & Law, Zhengzhou, Peoples R China
来源：
2013 SEVENTH INTERNATIONAL CONFERENCE ON INTERNET COMPUTING FOR ENGINEERING AND SCIENCE (ICICSE 2013) | 2013年
关键词：
3D Facial Expression Recognition; Shape Descriptor; variance; SOM network; RECOGNITION;
D O I：
10.1109/ICICSE.2013.33
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
In this paper, we propose and explore a novel method to recognize human facial expression in 3D. Based on a shape descriptor to express shape in 3D converted from the original 3D points cloud, we localize the different features in 3D shape around the nose tip. Then we exploit Self-Organizing Map(SOM) to recognize the similarity of the same expression and the variations between different expresses. Experiments performed on data with facial expression variations show that our method is able to separate different expressions.
引用
收藏
页码：128 / 132
页数：5
相关论文
共 50 条
  • [31] A Maximizing-Discriminability-Based Self-Organizing Fuzzy Network for Classification Problems
    Wu, Gin-Der
    Huang, Pang-Hsuan
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2010, 18 (02) : 362 - 373
  • [32] Cell Classification in 3D Phase-Contrast Microscopy Images via Self-Organizing Maps
    Kang, Mi-Sun
    Kim, Hye-Ryun
    Kim, Myoung-Hee
    ADVANCES IN VISUAL COMPUTING (ISVC 2014), PT II, 2014, 8888 : 652 - 661
  • [33] Local Binary Pattern based Facial Expression Recognition using Self-organizing Map
    Majumder, Anima
    Behera, Laxmidhar
    Subramanian, Venkatesh K.
    PROCEEDINGS OF THE 2014 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2014, : 2375 - 2382
  • [34] The isometric self-organizing map for 3D hand pose estimation
    Guan, Haiying
    Feris, Rogerio S.
    Turk, Matthew
    PROCEEDINGS OF THE SEVENTH INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION - PROCEEDINGS OF THE SEVENTH INTERNATIONAL CONFERENCE, 2006, : 263 - +
  • [35] Cluster and Visualize Data Using 3D Self-Organizing Maps
    Zin, Zalhan Mohd
    2014 11TH INTERNATIONAL CONFERENCE ON UBIQUITOUS ROBOTS AND AMBIENT INTELLIGENCE (URAI), 2014, : 163 - 168
  • [36] Implementation of self-organizing fuzzy control to a 3D electrohydraulic platform
    Wang, YT
    Chang, SF
    Lan, CC
    INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 2000, 13 (3-5) : 172 - 177
  • [37] Classification of self-organizing peptides
    A. V. Danilkovich
    V. M. Lipkin
    I. P. Udovichenko
    Russian Journal of Bioorganic Chemistry, 2011, 37 : 707 - 712
  • [38] A SELF-ORGANIZING MULTIPLE-VIEW REPRESENTATION OF 3D OBJECTS
    EDELMAN, S
    WEINSHALL, D
    BIOLOGICAL CYBERNETICS, 1991, 64 (03) : 209 - 219
  • [39] Classification of self-organizing peptides
    Danilkovich, A. V.
    Lipkin, V. M.
    Udovichenko, I. P.
    RUSSIAN JOURNAL OF BIOORGANIC CHEMISTRY, 2011, 37 (06) : 707 - 712
  • [40] Design on SimpliciTI based self-organizing network
    Yin Zhouping
    INFORMATION SCIENCE AND MANAGEMENT ENGINEERING, VOLS 1-3, 2014, 46 : 1229 - 1236
12345