DocumentCode
3393328
Title
Study on image real-time interpretation based on particle filter
Author
Wang Zhi-qian ; Liu Shao-jin ; Geng Tian-Wen ; Shen Cheng-wu ; Yu Shuai-bei
Author_Institution
Changchun Inst. of Opt., Fine Mech. & Phys., Changchun, China
fYear
2011
fDate
19-22 Aug. 2011
Firstpage
1078
Lastpage
1081
Abstract
In order to satisfy to the real-time requirement of image interpretation system in photoelectric measurement equipments, a kind of hardware acceleration system with MIMD distributed multi-processor architecture based on SOPC technology is designed. The particle filter algorithm is proposed to process image interpretation for state estimation problem of nonlinear and non-Gaussian system. This algorithm does not involve conventional linearization transform, and has approximated the posterior probability density by a set of discrete particles. Therefore the approximate optimum result is educed. It has a high accuracy and a rapid convergence. Experimental results show that the algorithm be adequate to real time, accuracy and robustness, meets the requirement of image interpretation and possesses practical significance for engineering applications.
Keywords
approximation theory; image processing; multiprocessing systems; parallel architectures; particle filtering (numerical methods); probability; state estimation; system-on-chip; MIMD distributed multiprocessor architecture; SOPC technology; discrete particles; hardware acceleration system; image possessing; nonGaussian system; nonlinear system; particle filter algorithm; photoelectric measurement equipments; posterior probability density approximation; real-time image interpretation system; state estimation problem; Algorithm design and analysis; Hardware; Particle filters; Program processors; Real time systems; Target tracking; SOPC; image interpretation; particle filter; photoelectric measurement; real-time;
fLanguage
English
Publisher
ieee
Conference_Titel
Mechatronic Science, Electric Engineering and Computer (MEC), 2011 International Conference on
Conference_Location
Jilin
Print_ISBN
978-1-61284-719-1
Type
conf
DOI
10.1109/MEC.2011.6025653
Filename
6025653
Link To Document