An optimum design of frequency domain processing for image deblurring system

In practical applications, it is difficult to make blurred images clear in spatial domain. Therefore, it is necessary to transform the image in frequency domain and implement image deblurring in frequency domain. When using the development platform of FPGA, image processing is realized by pure hardw...

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Bibliographic Details
Main Authors: Li Jingjing, Liu Yunfei
Format: Article
Language:zho
Published: National Computer System Engineering Research Institute of China 2019-07-01
Series:Dianzi Jishu Yingyong
Subjects:
hps
soc
fft
Online Access:http://www.chinaaet.com/article/3000106446
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spelling doaj-3216f9a341154300b25140bdef91b11d2020-11-25T01:43:54ZzhoNational Computer System Engineering Research Institute of ChinaDianzi Jishu Yingyong0258-79982019-07-0145710711110.16157/j.issn.0258-7998.1902353000106446An optimum design of frequency domain processing for image deblurring systemLi Jingjing0Liu Yunfei1Institute of Information Science and Technology,Nanjing Forestry University,Nanjing 210037,ChinaInstitute of Information Science and Technology,Nanjing Forestry University,Nanjing 210037,ChinaIn practical applications, it is difficult to make blurred images clear in spatial domain. Therefore, it is necessary to transform the image in frequency domain and implement image deblurring in frequency domain. When using the development platform of FPGA, image processing is realized by pure hardware, which has strong real-time performance, but consumes too much resources and low execution efficiency. In order to solve this problem, this paper proposes a design scheme of combining hardware and software, which uses DE1-SoC development board as hardware platform, configures Frame Reader, SDRAM, mixer, frequency domain conversion module in FPGA, and maps them to HPS. HPS accesses SDARM using HPS-FPGA bus, and obtains the spectrum of blurred image. In HPS, it uses Linux C programming to estimate the scale and angle for blurred image spectrum, namely PSF, and restores it with classical restoration algorithm to realize blind deblurring. The system uses base 2-DIT-FFT to convert the rows and columns of images in frequency domain. Compared with the inherent IP core and general frequency domain conversion module, the system improves the image quality and reduces the consumption of hardware resources.http://www.chinaaet.com/article/3000106446fpgahpssocfftfrequency domain conversion
collection DOAJ
language zho
format Article
sources DOAJ
author Li Jingjing
Liu Yunfei
spellingShingle Li Jingjing
Liu Yunfei
An optimum design of frequency domain processing for image deblurring system
Dianzi Jishu Yingyong
fpga
hps
soc
fft
frequency domain conversion
author_facet Li Jingjing
Liu Yunfei
author_sort Li Jingjing
title An optimum design of frequency domain processing for image deblurring system
title_short An optimum design of frequency domain processing for image deblurring system
title_full An optimum design of frequency domain processing for image deblurring system
title_fullStr An optimum design of frequency domain processing for image deblurring system
title_full_unstemmed An optimum design of frequency domain processing for image deblurring system
title_sort optimum design of frequency domain processing for image deblurring system
publisher National Computer System Engineering Research Institute of China
series Dianzi Jishu Yingyong
issn 0258-7998
publishDate 2019-07-01
description In practical applications, it is difficult to make blurred images clear in spatial domain. Therefore, it is necessary to transform the image in frequency domain and implement image deblurring in frequency domain. When using the development platform of FPGA, image processing is realized by pure hardware, which has strong real-time performance, but consumes too much resources and low execution efficiency. In order to solve this problem, this paper proposes a design scheme of combining hardware and software, which uses DE1-SoC development board as hardware platform, configures Frame Reader, SDRAM, mixer, frequency domain conversion module in FPGA, and maps them to HPS. HPS accesses SDARM using HPS-FPGA bus, and obtains the spectrum of blurred image. In HPS, it uses Linux C programming to estimate the scale and angle for blurred image spectrum, namely PSF, and restores it with classical restoration algorithm to realize blind deblurring. The system uses base 2-DIT-FFT to convert the rows and columns of images in frequency domain. Compared with the inherent IP core and general frequency domain conversion module, the system improves the image quality and reduces the consumption of hardware resources.
topic fpga
hps
soc
fft
frequency domain conversion
url http://www.chinaaet.com/article/3000106446
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