A smart camera application: DSP-based people detection and tracking

被引：6

作者：

Cheng, V ^{[1
]}

Kehtarnavaz, N ^{[1
]}

机构：

[1] Texas A&M Univ, Dept Elect Engn, DSP Lab, College Stn, TX 77843 USA

来源：

JOURNAL OF ELECTRONIC IMAGING | 2000年 / 9卷 / 03期

关键词：

D O I：

10.1117/1.482749

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

As an application of smart cameras, this paper presents an algorithm and its real-time implementation for detecting and tracking multiple people moving in a surveillance scene. The algorithm is devised to work for low resolution image frames and any camera angle. First an adaptive background subtraction module is used to obtain potential moving target areas. Second a human body detection module is activated to locate the heads. Third a multitarget tracking module is deployed to resolve ambiguities associated with crosspaths and merged targets. The algorithm is implemented an the Texas instruments TMS320C6201 fixed-point DSP processor for real-time processing of video signals. This real-lime capability allows field deployment for the purpose of collecting surveillance data such as the number of people and their crossing frequency in a certain area. (C) 2000 SPIE and IS&T. [S1017-9909(00)01802-X].

引用

页码：336 / 346

页数：11

共 23 条

[1]

BARSHALOM Y, 1988, MATH SCI ENG SERIE S, V179

[2]

Baumberg A. M., 1994, Proceedings of the 1994 IEEE Workshop on Motion of Non-Rigid and Articulated Objects (Cat. No.94TH0671-8), P194, DOI 10.1109/MNRAO.1994.346236

[3] Evaluation of fast MHT algorithms [J].

Bhattacharya, T ;

Premji, A ;

Nohara, TJ ;

Weber, P .

PROCEEDINGS OF THE 1998 IEEE RADAR CONFERENCE: RADARCON 98, 1998, :213-218

[4]

Blake A., 1993, [1993] Proceedings Fourth International Conference on Computer Vision, P66, DOI 10.1109/ICCV.1993.378234

[5] An efficient implementation of Reid's multiple hypothesis tracking algorithm and its evaluation for the purpose of visual tracking [J].

Cox, IJ ;

Hingorani, SL .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1996, 18 (02) :138-150

[6] Combining IMM filtering and MHT data association for multitarget tracking [J].

Dempster, RJ ;

Blackman, SS ;

Nichols, TS .

PROCEEDINGS OF THE TWENTY-NINTH SOUTHEASTERN SYMPOSIUM ON SYSTEM THEORY, 1997, :123-127

[7]

DUDA R, 1973, PATTERN CLASSIFICATI, P354

[8] W4:: Who?: When?: Where?: What?: A real time system for detecting and tracking people [J].

Haritaoglu, I ;

Harwood, D ;

Davis, LS .

AUTOMATIC FACE AND GESTURE RECOGNITION - THIRD IEEE INTERNATIONAL CONFERENCE PROCEEDINGS, 1998, :222-227

[9]

HARITAOGLU I, 1998, P INT C IM AN PROC, P280

[10]

INTILLE SS, 1995, FIFTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, PROCEEDINGS, P672, DOI 10.1109/ICCV.1995.466874

← 1 2 3 →