Visual surveillance for moving vehicles

被引:74
作者
Ferryman, JM [1 ]
Maybank, SJ [1 ]
Worrall, AD [1 ]
机构
[1] Univ Reading, Dept Comp Sci, Computat Vis Grp, Reading RG6 6AY, Berks, England
关键词
model-based vision; surveillance; traffic scene analysis; vehicle tracking; filtering;
D O I
10.1023/A:1008155721192
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An overview is given of a vision system for locating, recognising and tracking multiple vehicles, using an image sequence taken by a single camera mounted on a moving vehicle. The camera motion is estimated by matching features on the ground plane from one image to the next. Vehicle detection and hypothesis generation are performed using template correlation and a 3D wire frame model of the vehicle is fitted to the image. Once detected and identified, vehicles are tracked using dynamic filtering. A separate batch mode filter obtains the 3D trajectories of nearby vehicles over an extended time. Results are shown for a motorway image sequence.
引用
收藏
页码:187 / 197
页数:11
相关论文
共 32 条
[1]   Real-time lane and obstacle detection on the gold system [J].
Bertozzi, M ;
Broggi, A .
PROCEEDINGS OF THE 1996 IEEE INTELLIGENT VEHICLES SYMPOSIUM, 1996, :213-218
[2]   Multiple vehicle detection and tracking in hard real-time [J].
Betke, M ;
Haritaoglu, E ;
Davis, LS .
PROCEEDINGS OF THE 1996 IEEE INTELLIGENT VEHICLES SYMPOSIUM, 1996, :351-356
[3]   Tracking vehicles in congested traffic [J].
Beymer, D ;
Malik, J .
PROCEEDINGS OF THE 1996 IEEE INTELLIGENT VEHICLES SYMPOSIUM, 1996, :130-135
[4]  
Dellaert F, 1998, IEEE INT CONF ROBOT, P1889, DOI 10.1109/ROBOT.1998.680587
[5]  
Dickmanns ED, 1997, INT JOINT CONF ARTIF, P1577
[6]   RECURSIVE 3-D ROAD AND RELATIVE EGO-STATE RECOGNITION [J].
DICKMANNS, ED ;
MYSLIWETZ, BD .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (02) :199-213
[7]  
FERRYMAN JM, 1995, P INT S INT ROB SYST, P295
[8]  
FISCHER S, 1981, BROOKINGS PAP ECO AC, P381
[9]   VISUAL TRACKING OF KNOWN 3-DIMENSIONAL OBJECTS [J].
GENNERY, DB .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1992, 7 (03) :243-270
[10]  
Giachetti A., 1994, Computer Vision - ECCV'94. Third European Conference on Computer Vision. Proceedings. Vol.I, P146