Title :
Hardware/software co-design of particle filter and its application in object tracking
Author :
Li, Shih-An ; Hsu, Chen-Chien ; Lin, Wen-Ling ; Wang, Jui-Pin
Author_Institution :
Dept. of Electr. Eng., Tamkang Univ., Taipei, Taiwan
Abstract :
This paper presents a hardware/software co-design method for particle filter based on System On Program Chip (SOPC) technique. Considering both the execution speed and design flexibility, we use a NIOS II processor to calculate weight for each particle and a hardware accelerator to update particles. As a result, execution efficiency of the proposed hardware/software co-design method of particle filter is significantly improved while maintaining design flexibility for various applications. To demonstrate the performance of the proposed approach, a real-time object tracking system is established and presented in this paper. Experimental results have demonstrated the proposed method have satisfactory results in real-time tracking of objects in video sequences.
Keywords :
hardware-software codesign; particle filtering (numerical methods); system-on-chip; tracking; NIOS II processor; SOPC; hardware-software codesign; object tracking; particle filter; real-time object tracking system; real-time tracking; system on program chip; video sequences; Bayesian methods; Computer architecture; Hardware; Particle filters; Radar tracking; Real time systems; Software; FPGA; HW/SW co-design; SOPC; object tracking; particle filter;
Conference_Titel :
System Science and Engineering (ICSSE), 2011 International Conference on
Conference_Location :
Macao
Print_ISBN :
978-1-61284-351-3
Electronic_ISBN :
978-1-61284-472-5
DOI :
10.1109/ICSSE.2011.5961879