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Implementation of Realtime Face Recognition System using Haar-Like Features and PCA in Mobile Environment

모바일 환경에서 Haar-Like Features와 PCA를 이용한 실시간 얼굴 인증 시스템

  • 김정철 ((주)하이트론씨스템즈) ;
  • 허범근 (수원대학교 정보통신공학과) ;
  • 신나라 (수원대학교 정보통신공학과) ;
  • 홍기천 (수원대학교 정보통신공학과)
  • Received : 2010.04.28
  • Accepted : 2010.05.25
  • Published : 2010.06.30

Abstract

Recently, large amount of information in IDS(Intrusion Detection System) can be un manageable and also be mixed with false prediction error. In this paper, we propose a data mining methodology for IDS, which contains uncertainty based on training process and post-processing analysis additionally. Our system is trained to classify the existing attack for misuse detection, to detect the new attack pattern for anomaly detection, and to define border patter between attack and normal pattern. In experimental results show that our approach improve the performance against existing attacks and new attacks, from 0.62 to 0.84 about 35%.

Keywords

References

  1. http://biometrics.or.kr/
  2. Qt Reference Documentation(Open Source Edition), http://doc.trolltech.com/3.3/index.html
  3. www.hybus.co.kr
  4. 박성훈, 이재호, 김회율, "Haar-like feature/LDA를 이용한 얼굴 인식," 2004년 제 16회 영상처리 및 이해에 관한 워크샵 발표 논문집.
  5. Randy Crane. "A Simplified Approach to Image Processing," Prentice Hall PTR, 1997.
  6. Rainer Lienhart and Hochen Maydt. An Extended Set of Haar-like Features for Rapid Object Detection. IEEE ICIP 2002, Vol. 1, Sep. 2002, pp. 900-903.
  7. Alexander Kuranov, Rainer Lienhart, and Vadim Pisarevsky. An Empirical Analysis of Boosting Algorithms for Rapid Objects With an Extended Set of Haar-like Features. Intel Technical Report MRL-TR-july02-01, 2002.
  8. Kicheon Hong, Jihong Min, Wonchan Lee, and Jungchul Kim. Real Time Face Detection and Recognition System Using Haar-Like Feature/HMM in Ubiquitous Network Environments. ICCSA 2005, LNCS 3480, 2005, pp. 1154-1161.
  9. Raychaudhuri, S., Stuart, J. M. and Altman, R. B. Principal components analysis to summarize microarray experiments: application to sporulation time series. Pacific Symposium on Biocomputing 2000.
  10. Lindsay I Smith. A Tutorial On Principle Component Analysis. February 26, 2002.
  11. 장혜경, "PCA 기반 LDA 혼합 알고리즘을 이용한 실시간 얼굴인식 시스템 구현," 대한전자공학회, 2005.