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] INTEGRATING FACIAL, GESTURE, AND POSTURE EMOTION EXPRESSION FOR A 3D VIRTUAL AGENT
    Tan, Shawna C. G.
    Nareyek, Alexander
    PROCEEDINGS OF CGAMES 2009 USA - 14TH INTERNATIONAL CONFERENCE ON COMPUTER GAMES: AI, ANIMATION, MOBILE, INTERACTIVE MULTIMEDIA, EDUCATIONAL AND SERIOUS GAMES, 2009, : 23 - 31
  • [32] Self-Organizing Fuzzy Graphs for Structure-Based Comparison of Protein Pockets
    Reisen, Felix
    Weisel, Martin
    Kriegl, Jan M.
    Schneider, Gisbert
    JOURNAL OF PROTEOME RESEARCH, 2010, 9 (12) : 6498 - 6510
  • [33] Firm Capabilities in the Finnish Forest Cluster: Comparisons Based on Self-Organizing Map
    Jarvinen, Joonas
    Linnakangas, Jaakko
    SILVA FENNICA, 2012, 46 (01) : 131 - 150
  • [34] Binary damage classification of built heritage with a 3D neural network
    Munoz-Silva, Edgar Mauricio
    Vasquez-Gomez, Juan Irving
    Merlo-Zapata, Carlos Alejandro
    Antonio-Cruz, Mayra
    NPJ HERITAGE SCIENCE, 2025, 13 (01):
  • [35] Two novel hybrid Self-Organizing Map based emotional learning algorithms
    Dai, Qun
    Guo, Lin
    NEURAL COMPUTING & APPLICATIONS, 2019, 31 (07) : 2921 - 2938
  • [36] Inferring Ongoing Human Activities Based on Recurrent Self-Organizing Map Trajectory
    Sun, Qianru
    Liu, Hong
    PROCEEDINGS OF THE BRITISH MACHINE VISION CONFERENCE 2013, 2013,
  • [37] 3D Facial Plastic Surgery Simulation: Based on the Structured Light
    Rao, Zhi
    Sun, Shuo
    Li, Mingye
    Ji, Xiaoqiang
    Huang, Jipeng
    APPLIED SCIENCES-BASEL, 2023, 13 (01):
  • [38] Multimodal Depression Detection Based on Self-Attention Network With Facial Expression and Pupil
    Liu, Xiang
    Shen, Hao
    Li, Huiru
    Tao, Yongfeng
    Yang, Minqiang
    IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, 2025, 12 (01): : 64 - 76
  • [39] VB-Net: Voxel-Based Broad Learning Network for 3D Object Classification
    Liu, Zishu
    Song, Wei
    Tian, Yifei
    Ji, Sumi
    Sung, Yunsick
    Wen, Long
    Zhang, Tao
    Song, Liangliang
    Gozho, Amanda
    APPLIED SCIENCES-BASEL, 2020, 10 (19): : 1 - 13
  • [40] Flexible array self-organizing map neural network and its application in complex pattern recognition
    Song, Xiao-feng
    Wang, Pei-pei
    NEURAL COMPUTING & APPLICATIONS, 2011, 20 (01) : 9 - 16