Browse > Article

Driver Verification System Using Biometrical GMM Supervector Kernel  

Kim, Hyoung-Gook (광운대학교 전자융합공학과)
Publication Information
The Journal of The Korea Institute of Intelligent Transport Systems / v.9, no.3, 2010 , pp. 67-72 More about this Journal
Abstract
This paper presents biometrical driver verification system in car experiment through analysis of speech, and face information. We have used Mel-scale Frequency Cesptral Coefficients (MFCCs) for speaker verification using speech information. For face verification, face region is detected by AdaBoost algorithm and dimension-reduced feature vector is extracted by using principal component analysis only from face region. In this paper, we apply the extracted speech- and face feature vectors to an SVM kernel with Gaussian Mixture Models(GMM) supervector. The experimental results of the proposed approach show a clear improvement compared to a simple GMM or SVM approach.
Keywords
Driver verification; adaboost algorithm; SVM kernel; gaussin mixture models;
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
연도 인용수 순위
1 W. Zhao, R. Chellappa, PJ Phillips, and A. Rosenfeld, "Face recognition: a literature survey," ACM Computing Suerveys(CSUR), vol.35, no.4, pp.399-458, Dec. 2003.   DOI   ScienceOn
2 W. M. Campbell, J. P. Campbell, D. A. Raynolds, E. Singer, and P. A. Torres-Carrasquillo, "Support vector machines for speaker and language recognition," Computer Speech & Language, vol.20, no.2-3, pp. 210-229, Apr. 2006.   DOI   ScienceOn
3 P. Viola, and M. Jones, "Rapid object detection using a boosted cascade of simple features," Proc. Computer Vision and Pattern Recognition, vol.1, pp. 511-518, Dec. 2001.
4 W. M. Campbell, J. P. Campbell, D. A. Raynolds, E. Singer, and P. A. Torres-Carrasquillo, "Support vector machines for speaker and language recognition," IEEE Signal Processing Letters, vol.13, no.5, pp. 308-311, 2006.   DOI
5 H. G. Kim, "Implementation of chip and algorithm of a speech enhancement for an automatic speech recognition applied to telematics device," 한국ITS학회논문지, 제7권, 제5호, pp. 90-96, 2008. 10.   과학기술학회마을
6 권순량, "화자 인증이 포함된 실시간 원격 도어락 제어 시스템 개발에 관한 연구," 퍼지 및 지능시스템학회 논문지, vol.15, no.6, pp. 714-719, 2005. 12.   과학기술학회마을