Blurred image restoration using knife-edge function and optimal window Wiener filtering.

Motion blur in images is usually modeled as the convolution of a point spread function (PSF) and the original image represented as pixel intensities. The knife-edge function can be used to model various types of motion-blurs, and hence it allows for the construction of a PSF and accurate estimation...

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Main Authors: Min Wang, Shudao Zhou, Wei Yan
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2018-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5788387?pdf=render
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spelling doaj-3e3cf9aeb6a647abbf77dceddc2f43ce2020-11-25T01:22:07ZengPublic Library of Science (PLoS)PLoS ONE1932-62032018-01-01131e019183310.1371/journal.pone.0191833Blurred image restoration using knife-edge function and optimal window Wiener filtering.Min WangShudao ZhouWei YanMotion blur in images is usually modeled as the convolution of a point spread function (PSF) and the original image represented as pixel intensities. The knife-edge function can be used to model various types of motion-blurs, and hence it allows for the construction of a PSF and accurate estimation of the degradation function without knowledge of the specific degradation model. This paper addresses the problem of image restoration using a knife-edge function and optimal window Wiener filtering. In the proposed method, we first calculate the motion-blur parameters and construct the optimal window. Then, we use the detected knife-edge function to obtain the system degradation function. Finally, we perform Wiener filtering to obtain the restored image. Experiments show that the restored image has improved resolution and contrast parameters with clear details and no discernible ringing effects.http://europepmc.org/articles/PMC5788387?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Min Wang
Shudao Zhou
Wei Yan
spellingShingle Min Wang
Shudao Zhou
Wei Yan
Blurred image restoration using knife-edge function and optimal window Wiener filtering.
PLoS ONE
author_facet Min Wang
Shudao Zhou
Wei Yan
author_sort Min Wang
title Blurred image restoration using knife-edge function and optimal window Wiener filtering.
title_short Blurred image restoration using knife-edge function and optimal window Wiener filtering.
title_full Blurred image restoration using knife-edge function and optimal window Wiener filtering.
title_fullStr Blurred image restoration using knife-edge function and optimal window Wiener filtering.
title_full_unstemmed Blurred image restoration using knife-edge function and optimal window Wiener filtering.
title_sort blurred image restoration using knife-edge function and optimal window wiener filtering.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2018-01-01
description Motion blur in images is usually modeled as the convolution of a point spread function (PSF) and the original image represented as pixel intensities. The knife-edge function can be used to model various types of motion-blurs, and hence it allows for the construction of a PSF and accurate estimation of the degradation function without knowledge of the specific degradation model. This paper addresses the problem of image restoration using a knife-edge function and optimal window Wiener filtering. In the proposed method, we first calculate the motion-blur parameters and construct the optimal window. Then, we use the detected knife-edge function to obtain the system degradation function. Finally, we perform Wiener filtering to obtain the restored image. Experiments show that the restored image has improved resolution and contrast parameters with clear details and no discernible ringing effects.
url http://europepmc.org/articles/PMC5788387?pdf=render
work_keys_str_mv AT minwang blurredimagerestorationusingknifeedgefunctionandoptimalwindowwienerfiltering
AT shudaozhou blurredimagerestorationusingknifeedgefunctionandoptimalwindowwienerfiltering
AT weiyan blurredimagerestorationusingknifeedgefunctionandoptimalwindowwienerfiltering
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