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
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