Facial Expression Recognition Based on Cortex-Like Mechanisms

被引:0
|
作者
Zhao, Heng [1 ]
Wang, Xiaoping [2 ]
Zhang, Qiang [3 ]
机构
[1] Xidian Univ, Sch Life Sci & Technol, Xian, Peoples R China
[2] Xidian Univ, Sch Elect Engn, Xian, Peoples R China
[3] Xidian Univ, Sch Sci, Xian, Peoples R China
基金
中国国家自然科学基金;
关键词
facial expression recognition; receptive field; cortex-like mechanisms; support vector machine; OBJECT RECOGNITION; FEATURES;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As an important aspect of human-computer interaction, auto facial expression recognition tries to make a computer extract and analyze human's expression from input face image. In this paper, a facial expression recognition method based on cortex-like mechanisms and visual receptive field is presented. Some biological vision theory such as excited field and inhibitory field are made use to imitate human visual perception mechanism for features extracting. The support vector machine is used for the facial expression classification. As this new feature has very good expression ability for visual perception, the experiments on JAFFE and TFEID databases indicates that the method has the better performance in robustness and accuracy than some present algorithms based on PCA, LDA, LBP and so on.
引用
收藏
页码:236 / 243
页数:8
相关论文
共 50 条
  • [21] Cortex-Like Complex Systems: What Occurs Within?
    Grindrod, Peter
    Lester, Christopher
    FRONTIERS IN APPLIED MATHEMATICS AND STATISTICS, 2021, 7
  • [22] Facial expression recognition based on Haar-like feature detection
    Panning A.
    Al-Hamadi A.K.
    Niese R.
    Michaelis B.
    Pattern Recognition and Image Analysis, 2008, 18 (03) : 447 - 452
  • [23] Nanoscale Patterned Sapphire Substrates with Cortex-Like Nanostructures for GaN-Based LEDs
    Lin, Yu-Sheng
    Yeh, J. Andrew
    OMN2011: 16TH INTERNATIONAL CONFERENCE ON OPTICAL MEMS AND NANOPHOTONICS, 2011, : 63 - 64
  • [24] THE CORTICAL COLUMN, A NEW PROCESSING UNIT FOR CORTEX-LIKE NETWORKS
    ALEXANDRE, F
    BURNOD, Y
    GUYOT, F
    HATON, JP
    COMPTES RENDUS DE L ACADEMIE DES SCIENCES SERIE III-SCIENCES DE LA VIE-LIFE SCIENCES, 1989, 309 (07): : 259 - 264
  • [26] Simulation of cortex-like neural networks on a CNAPS SIMD neurocomputer
    Moller, R
    Paschke, P
    NEURAL PROCESSING LETTERS, 1996, 4 (02) : 67 - 74
  • [27] Implementation of Facial Expression Recognition System For Selecting Fashion Item Based on Like and Dislike Expression
    Anas, Lutfiyatul Fatjriyati
    Ramadijanti, Nana
    Basuki, Achmad
    2018 INTERNATIONAL ELECTRONICS SYMPOSIUM ON KNOWLEDGE CREATION AND INTELLIGENT COMPUTING (IES-KCIC), 2018, : 74 - 78
  • [28] Facial Expression Recognition Based on Facial Action Unit
    Yang, Jiannan
    Zhang, Fan
    Chen, Bike
    Khan, Samee U.
    2019 TENTH INTERNATIONAL GREEN AND SUSTAINABLE COMPUTING CONFERENCE (IGSC), 2019,
  • [29] Facial Expression Recognition Based on Local Facial Regions
    Nan, Zhang
    Xue, Geng
    2011 IET 4TH INTERNATIONAL CONFERENCE ON WIRELESS, MOBILE & MULTIMEDIA NETWORKS (ICWMMN 2011), 2011, : 262 - 265
  • [30] Facial Expression Recognition Based on LLENet
    Meng, Dan
    Cao, Guitao
    He, Zhihai
    Cao, Wenming
    2016 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM), 2016, : 1915 - 1917