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Deep unfolding multi-scale regularizer network for image denoising

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Bibliographic Details
Main Authors: Jingzhao, Xu, Mengke, Yuan, Dong-Ming, Yan
Format: Book
Language:English
Published: Springer 2023
Subjects:
CNNs
DUMRN
Online Access:https://link.springer.com/article/10.1007/s41095-022-0277-5
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7311
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spelling oai:localhost:PNK-73112023-03-30T02:02:21Z Deep unfolding multi-scale regularizer network for image denoising Jingzhao, Xu Mengke, Yuan Dong-Ming, Yan CNNs DUMRN CC BY Existing deep unfolding methods unroll an optimization algorithm with a fixed number of steps, and utilize convolutional neural networks (CNNs) to learn data-driven priors. However, their performance is limited for two main reasons. Firstly, priors learned in deep feature space need to be converted to the image space at each iteration step, which limits the depth of CNNs and prevents CNNs from exploiting contextual information. Secondly, existing methods only learn deep priors at the single full-resolution scale, so ignore the benefits of multi-scale context in dealing with high level noise. To address these issues, we explicitly consider the image denoising process in the deep feature space and propose the deep unfolding multi-scale regularizer network (DUMRN) for image denoising 2023-03-30T02:02:21Z 2023-03-30T02:02:21Z 2023 Book https://link.springer.com/article/10.1007/s41095-022-0277-5 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7311 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic CNNs
DUMRN
spellingShingle CNNs
DUMRN
Jingzhao, Xu
Mengke, Yuan
Dong-Ming, Yan
Deep unfolding multi-scale regularizer network for image denoising
description CC BY
format Book
author Jingzhao, Xu
Mengke, Yuan
Dong-Ming, Yan
author_facet Jingzhao, Xu
Mengke, Yuan
Dong-Ming, Yan
author_sort Jingzhao, Xu
title Deep unfolding multi-scale regularizer network for image denoising
title_short Deep unfolding multi-scale regularizer network for image denoising
title_full Deep unfolding multi-scale regularizer network for image denoising
title_fullStr Deep unfolding multi-scale regularizer network for image denoising
title_full_unstemmed Deep unfolding multi-scale regularizer network for image denoising
title_sort deep unfolding multi-scale regularizer network for image denoising
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s41095-022-0277-5
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7311
_version_ 1761821912054366208
score 8.881002

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