• DocumentCode
    1790861
  • Title

    A Kind of Improved AdaBoost Algorithm

  • Author

    Liao Shaowen ; Chen Yong

  • Author_Institution
    Inf. Technol. & Media Inst., Hexi Univ., Zhangye, China
  • fYear
    2014
  • fDate
    25-26 Oct. 2014
  • Firstpage
    16
  • Lastpage
    18
  • Abstract
    AdaBoost algorithm is a kind of very important feature classification machine learning algorithm, But if difficult samples exist in the training samples, with the iterative Nurnber increasing, this easily leads to degeneration Phenomenon, and reduces the generalization ability of the classifier. In view of the face detection under complex background degeneration appeared problem, This article Proposes LWE-AdaBoost algorithm which can limit weight expansion, the experimental results indicate that the LWE-AdaBoost algorithm can restrain the recurrence of degeneration Phenomenon well.
  • Keywords
    learning (artificial intelligence); pattern classification; LWE-AdaBoost algorithm; complex background degeneration; face detection; feature classification machine learning algorithm; generalization ability; iterative number; training; Algorithm design and analysis; Classification algorithms; Face; Face detection; Machine learning algorithms; Standards; Training; AdaBoost algorithm; Cascaded classifier; Face detection; Integral image; Strong classifier; Weak classifier;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Computation Technology and Automation (ICICTA), 2014 7th International Conference on
  • Conference_Location
    Changsha
  • Print_ISBN
    978-1-4799-6635-6
  • Type

    conf

  • DOI
    10.1109/ICICTA.2014.11
  • Filename
    7003474