• DocumentCode
    2841251
  • Title

    Face detection using Gabor wavelet and SVM

  • Author

    Guo-Yun, Zhang ; Long-Yuan, Guo ; Jian-Hui, Wu ; Hong-Min, Li ; Guan-Qi, Guo

  • Author_Institution
    Coll. of Inf. & Commun. Eng., Hunan Inst. of Sci. & Technol., Yueyang, China
  • Volume
    2
  • fYear
    2010
  • fDate
    22-24 Oct. 2010
  • Abstract
    A face detection approach based on Gabor wavelet and support vector machine is proposed. Firstly, the Gabor wavelet features of human face and non-human face samples set are extracted and the training samples set are constructed. Then, support vector machine are trained and the optimal classification decision function is calculated. The comparative experiment results show that the method has the characteristics such as simplification, lower calculation complexity, high efficiency, better detection and allocation accuracy for facial and vertical human face image.
  • Keywords
    face recognition; feature extraction; image classification; object detection; support vector machines; wavelet transforms; Gabor wavelet; SVM; face detection; feature extraction; human face sample set; nonhuman face sample set; optimal classification decision function; support vector machine; Gabor wavelet; face detection; pattern recognition; support vector machine;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Application and System Modeling (ICCASM), 2010 International Conference on
  • Conference_Location
    Taiyuan
  • Print_ISBN
    978-1-4244-7235-2
  • Electronic_ISBN
    978-1-4244-7237-6
  • Type

    conf

  • DOI
    10.1109/ICCASM.2010.5620835
  • Filename
    5620835