DocumentCode :
3059836
Title :
The Design of Background Subtraction on Reconfigurable Hardware
Author :
Wang, Yuan-Kai ; Chen, Hung-Yu
Author_Institution :
Dept. of Electron. Eng., Fu Jen Catholic Univ., Taipei, Taiwan
fYear :
2012
fDate :
18-20 July 2012
Firstpage :
182
Lastpage :
185
Abstract :
Moving object detection is a very important research topic for video surveillance. Drawbacks of low computational efficiency and high power consumption are still challenging to current background subtraction methods. This paper proposes a hardware design to accelerate background subtraction. A real-time background subtraction method is designed with function and task partitions to improve throughput, and implemented with Verilog HDL on FPGA. The design parallelizes the computations of background update and subtraction with seven-stage pipeline of three-clock latency. Only two frame buffers have to be used in the design. Simulation results for videos of 640×480 resolution on a low-end FPGA device show 368 fps throughput for only the real-time background subtraction module, and 56 fps for the whole system including off-chip memory access. Real-time efficiency with low power consumption and low resource utilization has been demonstrated.
Keywords :
feature extraction; field programmable gate arrays; hardware description languages; image motion analysis; image resolution; object detection; reconfigurable architectures; video surveillance; Verilog HDL; background subtraction; low-end FPGA device; moving object detection; off-chip memory access; power consumption; reconfigurable hardware; three-clock latency; video surveillance; Algorithm design and analysis; Clocks; Field programmable gate arrays; Hardware; Object detection; Real time systems; SDRAM; background substraction; field programmable gate array (FPGA); hardware acceleration; moving object detection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP), 2012 Eighth International Conference on
Conference_Location :
Piraeus
Print_ISBN :
978-1-4673-1741-2
Type :
conf
DOI :
10.1109/IIH-MSP.2012.50
Filename :
6274643
Link To Document :
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