DocumentCode :
2172399
Title :
Real time histogram computation in kernel based tracking system
Author :
Pandey, Manjusha ; Borgohain, Dorothi ; Ubhi, J.S. ; Raju, Kota Solomon
Author_Institution :
Dept. of Electron. & Commun. Eng., B.K. Birla Inst. of Eng. & Technol., Pilani, India
fYear :
2013
fDate :
21-23 Sept. 2013
Firstpage :
171
Lastpage :
174
Abstract :
This paper presents an FPGA based embedded hard core IP design for real time moving object tracking system. A well known Kernel based mean shift algorithm is used for tracking a moving object in a real time scene. Implementing these systems in real time applications when there are variant target model and background illumination changes become challenging due to high computational cost and algorithm complexity. We propose the design of some application specific hardcore IPs and to identify reconfigurable hardware blocks. The hardware blocks are designed for bin calculation, kernel derivative, and weighted histogram computation functions of mean shift algorithm. These blocks are used as hardware IPs in embedded architecture and implemented on Spartan-6 IVK FPGA board. The main idea of this work is to accelerate the performance of object detection system by partitioning the algorithm between dedicated hardware and software. The hardware cost of design IPs are compared with some other tracking systems. However, identification of reconfigurable blocks is also part of this work to improve overall performance of the system.
Keywords :
embedded systems; field programmable gate arrays; hardware description languages; hardware-software codesign; object tracking; FPGA based embedded hard core IP design; Spartan-6 IVK FPGA board; VHDL; algorithm complexity; background illumination changes; bin calculation; computational cost; embedded architecture; hardcore IP; hardware IP; hardware cost; hardware-software codesign; kernel based mean shift algorithm; kernel based tracking system; kernel derivative; object detection system; real time histogram computation; real time moving object tracking system; real time scene; reconfigurable blocks identification; reconfigurable hardware blocks; system performance; target model; weighted histogram computation functions; Field programmable gate arrays; Hardware; Histograms; IP networks; Kernel; Real-time systems; Streaming media; Embedded; FPGA; Hard-core IP; Mean shift algorithm; Real time tracking; Reconfiguration;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Electronic Systems (ICAES), 2013 International Conference on
Conference_Location :
Pilani
Print_ISBN :
978-1-4799-1439-5
Type :
conf
DOI :
10.1109/ICAES.2013.6659385
Filename :
6659385
Link To Document :
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