Tracking cycle: A new concept for simultaneously tracking of multiple moving objects in a typical traffic scene

被引:15
作者
Hu, Z [1 ]
Uchimura, K [1 ]
机构
[1] Kumamoto Univ, Fac Engn, Dept Comp Sci, Kumamoto 8608555, Japan
来源
PROCEEDINGS OF THE IEEE INTELLIGENT VEHICLES SYMPOSIUM 2000 | 2000年
关键词
D O I
10.1109/IVS.2000.898347
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
Because of the complicated motion pattern of moving objects in a typical on-road traffic scene, detecting the real moving objects and properly tracking each one have become very difficult and always employs optical flows and fixed template matching to detect and track the moving objects. Unfortunately, it has to pay a huge calculation cost and can not deal with some complicated motion pattern like overlapping of tracked objects. A new concept of tracking cycle is proposed in this paper. With the continuously estimation of moving objects vitality and reliability values, our method can detect and track up to more than 30 moving objects in real time. The flexible dynamic template matching method is also presented in this paper, which makes our system faster and more efficient for real-time ITS applications. Experiments on real outdoor road scene show the accuracy and efficiency of our approach.
引用
收藏
页码:233 / 239
页数:7
相关论文
共 12 条
[1]  
Dickmans E.D., 1997, P 15 INT JOINT C ART, P1577
[2]   MOTION FROM POINT MATCHES - MULTIPLICITY OF SOLUTIONS [J].
FAUGERAS, OD ;
MAYBANK, S .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1990, 4 (03) :225-246
[3]   In defense of the eight-point algorithm [J].
Hartley, RI .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (06) :580-593
[4]  
HU Z, 1999, P 3DIM OTT CAN
[5]  
HUMMEL RA, 1997, IEEE T PAMI, V15, P459
[6]   DIRECT COMPUTATION OF THE FOCUS OF EXPANSION [J].
JAIN, R .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1983, 5 (01) :58-64
[7]  
KOMOTA N, 1995, P 2 WORLD C ITS YOK
[8]  
NOHSOH K, 1994, IEICE T D2, V4, P764
[9]  
THORPE CE, 1991, PATTERN RECOGN, V5, P387
[10]  
UCHIMURA K, 1998, P ACCV 98 HONG KONG, V2, P519