• DocumentCode
    3139717
  • Title

    Facial Expression Recognition Using Dual Layer Hierarchical SVM Ensemble Classification

  • Author

    Mariappan, M.B. ; Myunghoon Suk ; Prabhakaran, Balakrishnan

  • Author_Institution
    Dept. of Comput. Sci., Univ. of Texas at Dallas, Richardson, TX, USA
  • fYear
    2012
  • fDate
    10-12 Dec. 2012
  • Firstpage
    104
  • Lastpage
    107
  • Abstract
    In this paper, we present our approach for automatic facial expression recognition. We use a feature extraction technique inspired by our empirical study on human recognition of facial expressions. We propose our dual-layer hierarchical SVM ensemble mechanism for classification. We also provide system architecture and system implementation details in this paper.
  • Keywords
    face recognition; feature extraction; image classification; support vector machines; automatic facial expression recognition; dual layer hierarchical SVM ensemble classification; dual-layer hierarchical SVM ensemble mechanism; facial expressions; feature extraction; human recognition; system architecture; Multimedia communication; Facial expression recognition; computer vision; ensemble learning; machine learning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia (ISM), 2012 IEEE International Symposium on
  • Conference_Location
    Irvine, CA
  • Print_ISBN
    978-1-4673-4370-1
  • Type

    conf

  • DOI
    10.1109/ISM.2012.104
  • Filename
    6424641
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=3139717