Face Detection by Aggregated Bayesian Network Classifiers

  • Authors:
  • Thang V. Pham;Marcel Worring;Arnold W. M. Smeulders

  • Affiliations:
  • -;-;-

  • Venue:
  • MLDM '01 Proceedings of the Second International Workshop on Machine Learning and Data Mining in Pattern Recognition
  • Year:
  • 2001

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Abstract

A face detection system is presented. A new classification method using forest-structured Bayesian networks is used. The method is used in an aggregated classifier to discriminate face from nonface patterns. The process of generating non-face patterns is integrated with the construction of the aggregated classifier using the bagging method. The face detection system performs well in comparison with other wellknown methods.