A New Preprocessing Algorithm and Local Binary Pattern Based Facial Expression Recognition

被引:0
|
作者
Qian, Yao [1 ]
Ren, Fuji [2 ]
Quan, Changqin [1 ]
机构
[1] Hefei Univ Technol, Sch Comp & Informat, Anhui Prov Key Lab Affect Comp & Adv Intelligent, Hefei 230009, Peoples R China
[2] Univ Tokushima, Tokushima 7708501, Japan
关键词
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
This paper presents a new preprocessing algorithm with local binary pattern for facial expression recognition. Firstly, we establish the skin color model to extract the face region, and then we use the cumulative projection to obtain the completely face region. Secondly, we rotate the inclined faces, normalize all the images, and remove the effect of light to get the required experimental samples. Finally, we use rotation invariance uniform local binary pattern operator to get the facial expression features, and then the support vector machine classifier is used for expression classification. The algorithm is implemented with Matlab and experimented on Indian male facial expression database. The proposed method obtained an accuracy of 72.75% which shows the effectiveness of the proposed algorithm.
引用
收藏
页码:239 / 244
页数:6
相关论文
共 50 条
  • [31] FACIAL EXPRESSION RECOGNITION BASED ON LOCAL SIGN DIRECTIONAL PATTERN
    Castillo, Jorge A. Rojas
    Rivera, Adin Ramirez
    Chae, Oksam
    2012 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2012), 2012, : 2613 - 2616
  • [32] Robust Facial Expression Recognition Based on Local Directional Pattern
    Jabid, Taskeed
    Kabir, Md. Hasanul
    Chae, Oksam
    ETRI JOURNAL, 2010, 32 (05) : 784 - 794
  • [33] Automatic facial expression recognition based on Local Binary Patterns of Local Areas
    Liu, Wei-feng
    Li, Shu-juan
    Wang, Yan-jiang
    2009 WASE INTERNATIONAL CONFERENCE ON INFORMATION ENGINEERING, ICIE 2009, VOL I, 2009, : 197 - 200
  • [34] Facial expression recognition based on Local Binary Patterns: A comprehensive study
    Shan, Caifeng
    Gong, Shaogang
    McOwan, Peter W.
    IMAGE AND VISION COMPUTING, 2009, 27 (06) : 803 - 816
  • [35] Facial Expression Recognition using Bandlet Transform and Centre Symmetric - Local Binary Pattern
    Deshmukh, Gaurav V.
    Bhandari, Smriti H.
    2018 5TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND INTEGRATED NETWORKS (SPIN), 2018, : 726 - 729
  • [36] FACIAL EXPRESSION RECOGNITION USING CURVELET BASED LOCAL BINARY PATTERNS
    Saha, Ashirbani
    Wu, Q. M. Jonathan
    2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, : 2470 - 2473
  • [37] Divided Local Binary Pattern (DLBP) features description method for facial expression recognition
    Lu, Hua
    Yang, Mingqiang
    Ben, Xianye
    Zhang, Peng
    Journal of Information and Computational Science, 2014, 11 (07): : 2425 - 2433
  • [38] Facial Expression Recognition Based on Local Features and Monogenic Binary Coding
    Chen, Zhangbao
    INFORMATICA-JOURNAL OF COMPUTING AND INFORMATICS, 2019, 43 (01): : 117 - 121
  • [39] A novel approach for facial expression recognition using local binary pattern with adaptive window
    Durga Ganga Rao Kola
    Srinivas Kumar Samayamantula
    Multimedia Tools and Applications, 2021, 80 : 2243 - 2262
  • [40] Facial Expression Recognition Using a Novel Modeling of Combined Gray Local Binary Pattern
    Ton-That, An H.
    Cao, Nhan T.
    ADVANCES IN HUMAN-COMPUTER INTERACTION, 2022, 2022