Implementation of wavelet denoising algorithm based on FPGA
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Received Date:
2013-01-04
Accepted Date:
2013-02-28
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Abstract
In order to solve the limitation of single resolution in optical signal processing with traditional frequency domain denoising method, a multi-resolution wavelet denoising method was put forward. The effectiveness of wavelet denoising method was verified through contrast. According to the high requirements of hardware platform in wavelet denoising method, a field-programmable gate array (FPGA) was put forward as hardware platform. The wavelet denoising method based on distributed algorithm transforms complicated multiplication to simple parallel look-up table accumulation process. It improved the computational efficiency and completed the hardware transplantation. A storage testing system based on FPGA was designed and the hardware verification was realized. Experimental results showed that the denoising effect was well realized on FPGA.
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References
[1]
|
CHEN Y D,TANG L,SHENG J X, et al.Fast signal reconstruction from modulus maxima of signal's wavelet transform[J]. Acta Electronica Sinica,1998,26(9):82-85(in Chinese). |
[2]
|
XU Y S, WEAVER J B, HEALY D M, et al. Wavelet transform domain filters: a spatially selective noise filtration technique[J]. IEEE Transaction on Image Processing,1994,3(6):747-758. |
[3]
|
DONOHO D L,JOHNSTONE I M. Ideal spatial adaptation by wavelet shrinkage[J].Biometrika,1994,81(3):425-455. |
[4]
|
DU H,CONG S. The study on wavelet de-noising under the environment of MATLAB[J].Computer Simulation,2003(7):119-123(in Chinese). |
[5]
|
ZHANG X, ZHAG D H,LI X X, et al.Image denoising based on wavelet transform[J].Chinese Journal of Scientific Instrument,2006,27(6): 2284-2286(in Chinese). |
[6]
|
MA L L,SUN Y Q,YAO A Q.Implementation of wavelet thresholding denoising algorithm based on digital signal processors[J].Shanxi Electronic Technology,2011(1):47-48(in Chinese). |
[7]
|
ZHOU W R,DI H W,REN G J.Optimized image denoising algorithm based on wavelet transform[J].Computer Engineering and Design,2005,24(12):3244-3246(in Chinese). |
[8]
|
XIONG J.Image denoising based on wavelet transform[J].Computer Science,2007,34(7) :232-234(in Chinese). |
[9]
|
LIN Y.Research on signal de-noising methods for movement of weapon automatic mechanisms[D].Taiyuan:North University of China,2009:12-13(in Chinese). |
[10]
|
FEI P Y,GUO B L.A high-powered image denoising method based on wavelet transform[J]. Signal Processing,2005,21(6):656-658(in Chinese). |
[11]
|
WEI L,YANG R J,CUI X T.Design of FIR filter based on distributed arithmetic and its FPGA implementation[J].Chinese Journal of Scientific Instrument,2008,29(10):2010-2014(in Chinese). |
[12]
|
KONG W G,ZHANG G J,ZHANG X J.Design of 1-D DCT IP core structure based on distributed arithmetic[J].Microelectronics & Computer,2008,25(8):143-147(in Chinese). |
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Proportional views
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