DocumentCode :
2323753
Title :
Accelerating Phase Correlation Functions Using GPU and FPGA
Author :
Matsuo, Kentaro ; Hamada, Tsuyoshi ; Miyoshi, Masayuki ; Shibata, Yuichiro ; Oguri, Kiyoshi
Author_Institution :
Grad. Sch. of Sci. & Technol., Nagasaki Univ., Nagasaki, Japan
fYear :
2009
fDate :
July 29 2009-Aug. 1 2009
Firstpage :
433
Lastpage :
438
Abstract :
In this paper, we present a comparison study about implementations of phase correlation function using GPUs, ASIC and FPGAs. The Phase Only Correlation(POC) method demonstrates high robustness and subpixel accuracy in the pattern matching and the image registration. However, there is a disadvantage in computational speed because of the calculation of 2D-FFT etc. We have proposed a novel approach to accelerate POC method using GPU to solve the calculation cost problem. Using our GPU-based POC implementation, each POC calculation can be done within 2.36 milli seconds using a GPU for 256 x 256 pixels, on the other hand, within 27.15 milli seconds for Cinderella II 100 MHz (ASIC), 4.51 milli seconds for Xilinx XC2V6000 66 MHz(FPGA). These results show that, for POC calculation and FFT-based computations in general, GPUs are very competitive in terms of performance and performance figures, whereas FPGAs are competitive in terms of performance per frequency figures.
Keywords :
application specific integrated circuits; computer graphics; coprocessors; fast Fourier transforms; field programmable gate arrays; image matching; image registration; image resolution; ASIC; Cinderella II; FFT-based computation; FPGA; GPU; Xilinx XC2V6000; image registration; pattern matching; phase correlation functions; phase only correlation method; subpixel accuracy; time 2.36 ms; time 27.15 ms; time 4.51 ms; Acceleration; Application specific integrated circuits; Field programmable gate arrays; Fingerprint recognition; Fourier transforms; Hardware; Image matching; Machine vision; Pixel; Robustness; FFT; FPGA; GPGPU; phase correletion method;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Adaptive Hardware and Systems, 2009. AHS 2009. NASA/ESA Conference on
Conference_Location :
San Francisco, CA
Print_ISBN :
978-0-7695-3714-6
Type :
conf
DOI :
10.1109/AHS.2009.53
Filename :
5325424
Link To Document :
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