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
  • [31] Fuzzy based facial expression recognition
    Khanam, Assia
    Shafiq, M. Zubair
    Akram, M. Usman
    CISP 2008: FIRST INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOL 1, PROCEEDINGS, 2008, : 598 - 602
  • [32] Facial Expression Recognition based on Electroencephalography
    Raheel, Aasim
    Majid, Muhammad
    Anwar, Syed Muhammad
    2019 2ND INTERNATIONAL CONFERENCE ON COMPUTING, MATHEMATICS AND ENGINEERING TECHNOLOGIES (ICOMET), 2019,
  • [33] Facial Expression Recognition based on SVM
    Xia, Li
    2014 7TH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION (ICICTA), 2014, : 256 - 259
  • [34] Facial expression recognition based on BoostingTree
    Sun, Ning
    Zheng, Wenming
    Sun, Changyin
    Zou, Cairong
    Zhao, Li
    ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 2, PROCEEDINGS, 2006, 3972 : 77 - 84
  • [35] Facial Expression Recognition Based on Video
    Song, Xin
    Bao, Hong
    2016 IEEE APPLIED IMAGERY PATTERN RECOGNITION WORKSHOP (AIPR), 2016,
  • [36] Facial expression recognition based on anatomy
    Eskil, M. Taner
    Benli, Kristin S.
    COMPUTER VISION AND IMAGE UNDERSTANDING, 2014, 119 : 1 - 14
  • [37] DIFFERENTIATION OF ADRENAL CORTEX-LIKE TISSUE AT HILUM OF GONADS IN RESPONSE TO ADRENALECTOMY
    SELIGER, WG
    BLAIR, AJ
    MOSSMAN, HW
    AMERICAN JOURNAL OF ANATOMY, 1966, 118 (02): : 615 - &
  • [38] The Nature of Facial Expression Recognition Deficits Following Orbitofrontal Cortex Damage
    Willis, Megan L.
    Palermo, Romina
    McGrillen, Ky
    Miller, Laurie
    NEUROPSYCHOLOGY, 2014, 28 (04) : 613 - 623
  • [39] Facial expression recognition based on facial muscles behavior estimation
    Morita, Saki
    Uehara, Kuniaki
    VISAPP 2006: PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON COMPUTER VISION THEORY AND APPLICATIONS, VOL 2, 2006, : 48 - +
  • [40] Facial Expression Recognition using Anatomy Based Facial Graph
    Mohseni, Sina
    Zarei, Niloofar
    Ramazani, Saba
    2014 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC), 2014, : 3715 - 3719