DocumentCode
3419048
Title
Real time color based particle filtering for object tracking with dual cache architecture
Author
Der-Chun Cherng ; Sheng-Yan Yang ; Chun-Fu Shen ; Yan-Chen Lu
Author_Institution
VATICS Inc., Taiwan
fYear
2011
fDate
Aug. 30 2011-Sept. 2 2011
Firstpage
148
Lastpage
153
Abstract
Particle filtering framework is widely used on tracking applications. In surveillance systems, it often combines with color information to achieve visual object tracking. However, the resource usage of this framework, including memory bandwidth and operation cycles, is very intensive to make a low cost real time object tracking unattainable. In this paper, an efficient architecture of color based particle filtering tracking with dual cache is proposed. It utilizes a frame cache to reduce memory bandwidth of loading frame data, and a histogram cache to reduce operation cycles when constructing color histogram. The experimental results show that this architecture can improve the performance to real time on a high system specification.
Keywords
image colour analysis; object tracking; particle filtering (numerical methods); dual cache architecture; loading frame data; real time color based particle filtering; surveillance systems; visual object tracking; Bandwidth; Color; Computer architecture; Estimation; Histograms; Image color analysis; Random access memory;
fLanguage
English
Publisher
ieee
Conference_Titel
Advanced Video and Signal-Based Surveillance (AVSS), 2011 8th IEEE International Conference on
Conference_Location
Klagenfurt
Print_ISBN
978-1-4577-0844-2
Electronic_ISBN
978-1-4577-0843-5
Type
conf
DOI
10.1109/AVSS.2011.6027310
Filename
6027310
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