Real-time multiple vehicle detection and tracking from a moving vehicle

被引：233

作者：

Betke, M ^{[1
]}

Haritaoglu, E

Davis, LS

机构：

[1] Boston Coll, Dept Comp Sci, Chestnut Hill, MA 02167 USA

[2] Univ Maryland, College Pk, MD 20742 USA

来源：

MACHINE VISION AND APPLICATIONS | 2000年 / 12卷 / 02期

关键词：

real-time computer vision; vehicle detection and tracking; object recognition under ego-motion; intelligent vehicles;

D O I：

10.1007/s001380050126

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

A real-time vision system has been developed that analyzes color videos taken from a forward-looking video camera in a car driving on a highway. The system uses a combination of color, edge, and motion information to recognize and track the road boundaries, lane markings and other vehicles on the road. Cars are recognized by matching templates that are cropped from the input data online and by detecting highway scene features and evaluating how they relate to each other. Cars are also detected by temporal differencing and by tracking motion parameters that are typical for cars. The system recognizes and tracks road boundaries and lane markings using a recursive least-squares filter. Experimental results demonstrate robust, real-time car detection and tracking over thousands of image frames. The data includes video taken under difficult visibility conditions.

引用

页码：69 / 83

页数：15

共 62 条

[11] Information-conserving object recognition [J].

Betke, M ;

Makris, NC .

SIXTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, 1998, :145-152

[12]

BETKE M, 1995, FIFTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, PROCEEDINGS, P523, DOI 10.1109/ICCV.1995.466895

[13]

BETKE M, 1997, P IEEE C INT TRANSP, P367

[14]

BETKE M, 1998, P INT C INT VEH IEEE, P131

[15] Tracking vehicles in congested traffic [J].

Beymer, D ;

Malik, J .

PROCEEDINGS OF THE 1996 IEEE INTELLIGENT VEHICLES SYMPOSIUM, 1996, :130-135

[16] A real-time computer vision system for measuring traffic parameters [J].

Beymer, D ;

McLauchlan, P ;

Coifman, B ;

Malik, J .

1997 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1997, :495-501

[17]

Bohrer S., 1995, Proceedings of the Intelligent Vehicles '95. Symposium (Cat. No.95TH8132), P276, DOI 10.1109/IVS.1995.528293

[18] PARALLEL AND LOCAL FEATURE-EXTRACTION - A REAL-TIME APPROACH TO ROAD BOUNDARY DETECTION [J].

BROGGI, A .

IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (02) :217-223

[19] ARGO and the MilleMiglia in Automatico tour [J].

Broggi, A ;

Bertozzi, M ;

Fascioli, A .

IEEE INTELLIGENT SYSTEMS & THEIR APPLICATIONS, 1999, 14 (01) :55-64

[20] SCARF - A COLOR-VISION SYSTEM THAT TRACKS ROADS AND INTERSECTIONS [J].

CRISMAN, JD ;

THORPE, CE .

IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1993, 9 (01) :49-58

← 1 2 3 4 5 6 7 →