Title :
DSP-based incremental histogram calculation and particle filter tracking algorithm and its implementation
Author :
Xuan, Xia ; Huaping, Liu ; Weiming, Xu ; Fuchun, Sun
Author_Institution :
Sch. of Opt.-Electr. & Comput. Eng., Univ. of Shanghai for Sci. & Technol., Shanghai, China
Abstract :
Implementation of particle filter visual tracking on DSP platform will suffer from calculation bottleneck. To realize the real-time tracking, this paper uses the incremental histogram calculation algorithm to construct the histogram of color and edge orientation, integrates the histograms for the observation model and optimizes the target tracking algorithm on the DSP. The experiment proves that the algorithm is fast and the robustness of the system.
Keywords :
digital signal processing chips; particle filtering (numerical methods); DSP-based incremental histogram calculation; particle filter tracking algorithm; particle filter visual tracking; Computer vision; Conferences; Digital signal processing; Histograms; Particle filters; Pattern recognition; Target tracking; DSP; Visual tracking; incremental histogram calculation; particle filter;
Conference_Titel :
Intelligent Visual Surveillance (IVS), 2011 Third Chinese Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4577-1834-2
DOI :
10.1109/IVSurv.2011.6157026