Adaptive feature selection for real-time face recognition in portable surveillance systems

被引:0
作者
Kao, Wen-Chung [1 ]
Shen, Chia-Ping [1 ]
Kao, Chih-Chung [2 ]
Hsu, Ming-Chai [1 ]
Wu, Hung-Hsin [1 ]
机构
[1] Natl Taiwan Normal Univ, Taipei, Taiwan
[2] Natl Chiao Tung Univ, Hsinchu, Taiwan
来源
2007 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-8 | 2007年
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Real-time face recognition is a necessary feature in advanced portable surveillance systems. However, the high complexity of available algorithms to objects segmentation and recognition makes it impossible to include such a feature into a portable device. In this paper, we aim at designing a portable surveillance system which can take MPEG audio/video currently with recognizing human faces based on a digital camera platform. The proposed flow fully utilizes the available intermediate data passing from standard video compression flow in a digital camera. An efficient face recognition approach based on adaptive feature extraction and support vector machines (SVMs) are proposed to address the performance issues. The experimental result shows that the recognition speed running on a commercial digital camera platform can achieve 1.216 seconds/frame.
引用
收藏
页码:2056 / +
页数:3
相关论文
共 12 条
[1]   Face Detection Using Quantized Skin Color Regions Merging and Wavelet Packet Analysis [J].
Garcia, Christophe ;
Tziritas, Georgios .
IEEE TRANSACTIONS ON MULTIMEDIA, 1999, 1 (03) :264-277
[2]  
HSU CW, COMPARISON METHODS M
[3]   Face detection in color images [J].
Hsu, RL ;
Abdel-Mottaleb, M ;
Jain, AK .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (05) :696-706
[4]   Facial feature detection using geometrical face model: An efficient approach [J].
Jeng, SH ;
Liao, HYM ;
Han, CC ;
Chern, MY ;
Liu, YT .
PATTERN RECOGNITION, 1998, 31 (03) :273-282
[5]  
Kao WC, 2006, IEEE INT SYMP CIRC S, P935
[6]   Neural network-based face detection [J].
Rowley, HA ;
Baluja, S ;
Kanade, T .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (01) :23-38
[7]  
*TEX INSTR, 2003, TMS320DM310 TEX INST
[8]   Face localization and authentication using color and depth images [J].
Tsalakanidou, F ;
Malassiotis, S ;
Strintzis, MG .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2005, 14 (02) :152-168
[9]  
Vapnik V., 1998, STAT LEARNING THEORY, V1, P2
[10]   Face detection using spectral histograms and SVMs [J].
Waring, CA ;
Liu, XW .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2005, 35 (03) :467-476