DocumentCode :
3180872
Title :
A Real-Time Object Tracking System Using a Particle Filter
Author :
Cho, Jung Uk ; Jin, Seung Hun ; Pham, Xuan Dai ; Jeon, Jae Wook ; Byun, Jong Eun ; Kang, Hoon
Author_Institution :
Sch. of Inf. & Commun. Eng., Sungkyunkwan Univ., Suwon
fYear :
2006
fDate :
9-15 Oct. 2006
Firstpage :
2822
Lastpage :
2827
Abstract :
Particle filters have attracted much attention due to their robust tracking performance in cluttered environments. Particle filters maintain multiple hypotheses simultaneously and use a probabilistic motion model to predict the position of the moving object, and this constitutes a bottleneck to the use of particle filtering in real-time systems due to the expensive computations required. In order to track moving objects in real-time without delay and loss of image sequences, a particle filter algorithm specifically designed for a circuit and the circuit of the object tracking algorithm using the particle filter are proposed. This circuit is designed by VHDL (VHSIC hardware description language), and implemented in an FPGA (field programmable gate array). All of the functions of the proposed particle filter used to track moving objects are implemented in the FPGA. The object tracking system employing this circuit is implemented and then its performance is measured
Keywords :
field programmable gate arrays; hardware description languages; image sequences; particle filtering (numerical methods); real-time systems; robot vision; tracking; field programmable gate array; hardware description language; moving objects tracking; particle filtering; probabilistic motion model; real-time object tracking system; Circuits; Delay; Field programmable gate arrays; Filtering; Image sequences; Particle filters; Particle tracking; Predictive models; Real time systems; Robustness; FPGA; Object tracking; VHDL; particle filter;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Robots and Systems, 2006 IEEE/RSJ International Conference on
Conference_Location :
Beijing
Print_ISBN :
1-4244-0258-1
Electronic_ISBN :
1-4244-0259-X
Type :
conf
DOI :
10.1109/IROS.2006.282066
Filename :
4058820
Link To Document :
بازگشت