Facial Expression Recognition Using Neural Network Trained with Zernike Moments

被引:8
|
作者
Saaidia, Mohammed [1 ]
Zermi, Narima [2 ]
Ramdani, Messaoud [2 ]
机构
[1] Univ MCM Souk Ahras, Dept Genie Elect, Souk Ahras, Algeria
[2] Univ BM Annaba, Dept Elect, Annaba, Algeria
关键词
face detection; face expression recognition; image analysis; patern recognition; FEATURE-EXTRACTION; FACE;
D O I
10.1109/ICAIET.2014.39
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Neural network classifying method is used in this work to perform facial expression recognition. The processed expressions were the six most pertinent facial expressions and the neutral one. This operation was implemented in three steps. First, a neural network, trained using Zernike moments, was applied to the set of the well known Yale and JAFFE database images to perform face detection. In the second step, detected faces are processed to perform the characterization phase through computed vectors of Zernike moments. At last step, a back propagation neural network was trained to distinguish between the seven emotion's states of a presented face. Finally, method performances were evaluated on the well known JAFEE and YALE database.
引用
收藏
页码:187 / 192
页数:6
相关论文
共 50 条
  • [11] Local Weighted Pseudo Zernike Moments and Fuzzy classification for facial expression Recognition
    Ahmady, Maryam
    Ghasemi, Roja
    Kanan, Hamidreza Rashidy
    2013 13TH IRANIAN CONFERENCE ON FUZZY SYSTEMS (IFSC), 2013,
  • [12] Facial Expression Recognition Method Based on Zernike Moments and MCE Based HMM
    Wang Guojiang
    PROCEEDINGS OF 2016 9TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID), VOL 2, 2016, : 408 - 411
  • [13] Facial expression recognition using a two stage neural network
    Dang, Pritpal
    Stephanou, Harry
    Ham, Fredric
    Lewis, Frank L.
    2007 MEDITERRANEAN CONFERENCE ON CONTROL & AUTOMATION, VOLS 1-4, 2007, : 574 - +
  • [14] Emotion Recognition of Facial Expression Using Convolutional Neural Network
    Kumar, Pradip
    Kishore, Ankit
    Pandey, Raksha
    INNOVATIVE DATA COMMUNICATION TECHNOLOGIES AND APPLICATION, 2020, 46 : 362 - 369
  • [15] Facial Expression Recognition using Convolutional Neural Network on Graphs
    Wu, Chenhui
    Chai, Li
    Yang, Jun
    Sheng, Yuxia
    PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, : 7572 - 7576
  • [16] Deep Convolutional Neural Network for Facial Expression Recognition using Facial Parts
    Nwosu, Lucy
    Wang, Hui
    Lu, Jiang
    Unwala, Ishaq
    Yang, Xiaokun
    Zhang, Ting
    2017 IEEE 15TH INTL CONF ON DEPENDABLE, AUTONOMIC AND SECURE COMPUTING, 15TH INTL CONF ON PERVASIVE INTELLIGENCE AND COMPUTING, 3RD INTL CONF ON BIG DATA INTELLIGENCE AND COMPUTING AND CYBER SCIENCE AND TECHNOLOGY CONGRESS(DASC/PICOM/DATACOM/CYBERSCI, 2017, : 1318 - 1321
  • [17] Palmprint recognition based on translation invariant Zernike moments and modular neural network
    Li, YL
    Wang, KQ
    Zhang, D
    ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 2, PROCEEDINGS, 2005, 3497 : 177 - 182
  • [18] Recognition of Facial Expressions Using Locally Weighted and Adjusted Order Pseudo Zernike Moments
    Kanan, Hamidreza Rashidy
    Ahmady, Maryam
    2012 21ST INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR 2012), 2012, : 3419 - 3422
  • [19] Facial Expression Recognition Using Lbp Template of Facial Parts and Multilayer Neural Network
    Kauser, Nazima
    Sharma, Jitendra
    2017 INTERNATIONAL CONFERENCE ON I-SMAC (IOT IN SOCIAL, MOBILE, ANALYTICS AND CLOUD) (I-SMAC), 2017, : 445 - 449
  • [20] Facial Expression Recognition Using Wavelet Transform and Neural Network Ensemble
    Chen, Fengjun
    Wang, Zhiliang
    Xu, Zhengguang
    Xiao, Jiang
    Wang, Guojiang
    2008 INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, VOL II, PROCEEDINGS, 2008, : 871 - +