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Face Detection based on Matched Filtering with Mobile Device  

Yeom, Seok-Won (대구대학교)
Lee, Dong-Su (대구대학교)
Publication Information
Journal of the Institute of Convergence Signal Processing / v.15, no.3, 2014 , pp. 76-79 More about this Journal
Abstract
Face recognition is very challenging because of the unexpected changes of pose, expression, and illumination. Facial detection in the mobile environments has additional difficulty since the computational resources are very limited. This paper discusses face detection based on frequency domain matched filtering in the mobile environments. Face detection is performed by a linear or phase-only matched filter and sequential verification stages. The candidate window regions are selected by a number of peaks of the matched filtering outputs. The sequential stages comprise a skin-color test and an edge mask filtering tests, which aim to remove false alarms among selected candidate windows. The algorithms are built with JAVA language on the mobile device operated by the Android platform. The simulation and experimental results show that real-time face detection can be performed successfully in the mobile environments.
Keywords
Face recognition; Face detection; Mobile device; Matched filter; Phase-only; Skin-color; Edge mask;
Citations & Related Records
Times Cited By KSCI : 3  (Citation Analysis)
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1 M. Savvides, V. Kumar, P. Khosla, "Face verification using correlation filters," Proc. 3rd IEEE Automatic Identification Advanced Technologies, Tarrytown, NY, pp. 56-61, 2002.
2 이희만, "얼굴 검출과 인식 및 모션추적에 의한 증강현실 구현," 한국컴퓨터 정보학회 논문지, Vol. 17, No. 1, pp 97-104, 2012.
3 김용운, 김봉완, 최대림, 고락환, 김태권, 이용주, "안드로이드 OS 기반 음향 정보를 이용한 유해동영상 검출 서비스의 설계 및 구현," 멀티미디어학회 논문지, Vol. 15, No. 5, pp. 577-586, 2012.
4 이주민, 염석원, 홍승현, "최적화된 비선형 합성필터를 이용한 얼굴인증 시스템," 전자공학회논문지-SP, Vol. 46, No. 3, pp. 44-51, 2009.
5 D. Lee, Y. Woo, S. Yeom, and S.-H. Kim, "Face identification with frequency domain matched filtering in mobile environments," Proc. SPIE 8406, 84060C, 2012.
6 J. L. Horner and P. D. Gianino, "Phase-only matched filtering," Appl. Opt., Vol.23, pp. 812-816, 1984.   DOI
7 R. Vincenzo and U. Lisa, "An improvement of AdaBoost for face-detection with motion and color information," 14th International Conference on Image Analysis and Processing, pp. 518-523, 2007.
8 J.-S. Kim, J.-H. Joung, and M. An, "Face recognition for low resolution images from a far field of view CCTV," Proc. of the 2010 Korea Signal Processing Conference 23, pp. 367-369, 2010.
9 C. K. Ng, M. Savvides, and P. K. Khosla, "Real time face verification system on a cell-phone using advanced correlation filters," Fourth IEEE Workshop on Automatic Identification Advanced Technologies, pp. 57-62, 2005.