Facial Expression Recognition Using Lbp Template of Facial Parts and Multilayer Neural Network

被引:0
作者
Kauser, Nazima [1 ]
Sharma, Jitendra [1 ]
机构
[1] Shree Vaishnav Inst Technol & Sci, Indore, Madhya Pradesh, India
来源
2017 INTERNATIONAL CONFERENCE ON I-SMAC (IOT IN SOCIAL, MOBILE, ANALYTICS AND CLOUD) (I-SMAC) | 2017年
关键词
Local Binary Pattern; Multilayer Feed forward Neural Network; Automatic Face Detection; Fletcher-Reeves Conjugate gradient method;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Various methods do exist for facial expression recognition and it's still a challenging task to get accurate results on unseen images due to lack of generalizability. To improve generalization Local Binary Pattern (LBP) are used as feature extraction. Facial parts like eyes, nose and mouth are detected and template is created for each image in dataset. The template of reference image is matched with training image and classified with Neural Network. We train and test with images from the Kohn-Kanade Database. We obtain recognition rate of 95.83% for person independent analysis. Proposed method shows a significant improvement in the recognition rate as compare to existing methods.
引用
收藏
页码:445 / 449
页数:5
相关论文
共 13 条
  • [1] Abd Ellah AR, 2015, 2015 TENTH INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING & SYSTEMS (ICCES), P384, DOI 10.1109/ICCES.2015.7393080
  • [2] Anitha C., 2010, International Journal of Engineering Science and Technology, V2, P5158
  • [3] [Anonymous], P 4 IEEE INT C AUT F
  • [4] [Anonymous], TECHNICAL REPORT
  • [5] [Anonymous], 2012, 2012 BIOSIG P INT C
  • [6] Automated facial expression recognition system using neural networks
    Chang, JY
    Chen, JL
    [J]. JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2001, 24 (03) : 345 - 356
  • [7] A neural network facial expression recognition system using unsupervised local processing
    Franco, L
    Treves, A
    [J]. ISPA 2001: PROCEEDINGS OF THE 2ND INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS, 2001, : 628 - 632
  • [8] Statistical pattern recognition: A review
    Jain, AK
    Duin, RPW
    Mao, JC
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2000, 22 (01) : 4 - 37
  • [9] Muttu Y, 2015, 2015 IEEE INTERNATIONAL CONFERENCE ON INFORMATION PROCESSING (ICIP), P102, DOI 10.1109/INFOP.2015.7489359
  • [10] Multiresolution gray-scale and rotation invariant texture classification with local binary patterns
    Ojala, T
    Pietikäinen, M
    Mäenpää, T
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (07) : 971 - 987