Tracking moving objects in image sequences using 1-D trajectory filter

被引:26
作者
Pei, SC [1 ]
Kuo, WY [1 ]
Huang, WT [1 ]
机构
[1] Natl Taiwan Univ, Dept Elect Engn, Taipei 10617, Taiwan
关键词
object tracking; spatiotemporal filtering; trajectory filter;
D O I
10.1109/LSP.2005.860550
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
The three-dimensional (3-D) Fourier transform of the nonaccelerating object in an image sequence lies on a plane passing through the origin of the 3-D frequency domain. Instead of using a 3-D frequency planar filter, we propose a new filter design technique for object tracking using a one-dimensional trajectory filter-in the spatiotemporal domain. This filter can track a moving object with linear or nonlinear trajectory without prior knowledge of the target, trajectory. Also, it is easy to design and has a very low computational complexity. More importantly, it can be implemented in real time.
引用
收藏
页码:13 / 16
页数:4
相关论文
共 8 条
[1]   Three-dimensional cone filter banks [J].
Bruton, LT .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2003, 50 (02) :208-216
[2]  
Bruton LT, 2001, 2001 IEEE PACIFIC RIM CONFERENCE ON COMMUNICATIONS, COMPUTERS AND SIGNAL PROCESSING, VOLS I AND II, CONFERENCE PROCEEDINGS, P67, DOI 10.1109/PACRIM.2001.953524
[3]   THE ENHANCEMENT AND TRACKING OF MOVING-OBJECTS IN DIGITAL IMAGES USING ADAPTIVE 3-DIMENSIONAL RECURSIVE FILTERS [J].
BRUTON, LT ;
BARTLEY, NR .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1986, 33 (06) :604-612
[4]  
CHANG H, 1977, IEEE T CIRCUITS SYST, V24, P281, DOI 10.1109/TCS.1977.1084344
[5]   MULTIDIMENSIONAL FILTERING USING COMBINED DISCRETE FOURIER-TRANSFORM AND LINEAR DIFFERENCE EQUATION METHODS [J].
CHOUDHURY, AA ;
BRUTON, LT .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1990, 37 (02) :223-231
[6]  
ISSLER RW, 1990, P INT S CIRC SYST NE, P999
[7]  
Porat B., 1987, Proceedings: ICASSP 87. 1987 International Conference on Acoustics, Speech, and Signal Processing (Cat. No.87CH2396-0), P591
[8]  
SHECHTMAN E, 2005, P IEEE INT C COMP VI