• DocumentCode
    3417768
  • Title

    Color facial expression recognition based on color local features

  • Author

    Wenming Zheng ; Xiaoyan Zhou ; Minghai Xin

  • Author_Institution
    Key Lab. of Child Dev. & Learning Sci., Southeast Univ., Nanjing, China
  • fYear
    2015
  • fDate
    19-24 April 2015
  • Firstpage
    1528
  • Lastpage
    1532
  • Abstract
    In this paper, color facial expression recognition based on color local features is investigated, in which each color facial image is decomposed into three color component images. For each color component image, we extract a set of color local features to represent the color component image, where color local features could be either color local binary patterns (LBP) or color scale-invariant feature transform (SIFT). To cope with the facial expression recognition problem, we use a group sparse least square regression (GSLSR) model to describe the relationship between the color local feature vectors and the associated emotion label vectors and then perform expression recognition based on it. Finally, experiments on the Multi-PIE color facial expression database are conducted to testify the proposed method and compare the results with state-of-the-art methods.
  • Keywords
    emotion recognition; face recognition; feature extraction; group theory; image colour analysis; regression analysis; transforms; vectors; GSLSR model; LBP; SIFT; associated emotion label vectors; color facial expression recognition problem; color facial image decomposition; color local binary patterns; color local feature vectors; color scale-invariant feature transform; group sparse least square regression model; multiPIE color facial expression database; Color; Face recognition; Facial features; Feature extraction; Image color analysis; Image recognition; Color facial expression recognition; Color local features; Group sparse least square regression model;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
  • Conference_Location
    South Brisbane, QLD
  • Type

    conf

  • DOI
    10.1109/ICASSP.2015.7178226
  • Filename
    7178226