Outdoor image restoration based on belief propagation algorithm and formalized MTF

Single image dehazing technology can be applied to many fields. In order to solve this problem, an improved framework is proposed here, which can be used to estimate the light transmittance t in a given single input image and then the belief propagation (PB) algorithm is applied to image dehazing. A...

Full description

Saved in:
Bibliographic Details
Published inJournal of physics. Conference series Vol. 1651; no. 1; pp. 12168 - 12174
Main Authors Zheng, Xin, Lin, Xiaobin, Wu, Pengfei
Format Journal Article
LanguageEnglish
Published IOP Publishing 01.11.2020
Online AccessGet full text
ISSN1742-6588
1742-6596
1742-6596
DOI10.1088/1742-6596/1651/1/012168

Cover

Abstract Single image dehazing technology can be applied to many fields. In order to solve this problem, an improved framework is proposed here, which can be used to estimate the light transmittance t in a given single input image and then the belief propagation (PB) algorithm is applied to image dehazing. At first, a coarse transmission map is calculated through Dark Channel Prior (DCP) knowledge. Next, the belief propagation methodology is introduced to correct the transmission map when the object in degraded image is similar to the airlight over a large local region. As a result, the transmission map can be estimated better and the important drawback of artifacts phenomenon can be avoid to some extent. At last, through this effective estimation to transmittance, the formalized MTF can be predicted to restore degraded images, then the haze-free scene contrasts can be better recovered. The experimental analysis results show that compared with defogged images acquired through DCP algorithms, our proposed algorithm can provide good results. Our method is more effective and robust.
AbstractList Single image dehazing technology can be applied to many fields. In order to solve this problem, an improved framework is proposed here, which can be used to estimate the light transmittance t in a given single input image and then the belief propagation (PB) algorithm is applied to image dehazing. At first, a coarse transmission map is calculated through Dark Channel Prior (DCP) knowledge. Next, the belief propagation methodology is introduced to correct the transmission map when the object in degraded image is similar to the airlight over a large local region. As a result, the transmission map can be estimated better and the important drawback of artifacts phenomenon can be avoid to some extent. At last, through this effective estimation to transmittance, the formalized MTF can be predicted to restore degraded images, then the haze-free scene contrasts can be better recovered. The experimental analysis results show that compared with defogged images acquired through DCP algorithms, our proposed algorithm can provide good results. Our method is more effective and robust.
Author Wu, Pengfei
Lin, Xiaobin
Zheng, Xin
Author_xml – sequence: 1
  givenname: Xin
  surname: Zheng
  fullname: Zheng, Xin
  email: zhengxpn@mail.ustc.edu.cn, zhengx920605@foxmail.com
  organization: Key Laboratory of Aperture Array and Space Application , China
– sequence: 2
  givenname: Xiaobin
  surname: Lin
  fullname: Lin, Xiaobin
  organization: Key Laboratory of Aperture Array and Space Application , China
– sequence: 3
  givenname: Pengfei
  surname: Wu
  fullname: Wu, Pengfei
  organization: Key Laboratory of Atmospheric Optics, Anhui Institute of Optics and Fine Mechanics, Chinese Academy of Sciences , China
BookMark eNqVkN9LwzAQgINMcJv-DfZZqE2aNU0efJDh_MFkovM5XJtkZnRNSTtk_vW2VgaKD_Ne7uDuO-6-ERqUrtQInRN8STDnEUknccgSwSLCEhKRCJOYMH6EhvvOYF9zfoJGdb3GmLaRDtHzYtso53xgN7DSgdd14zw01pVBBrVWQVfowmoTVN5VsOp7UKyct83bJoBSBcb5DRT2ox1_XM5O0bGBotZn33mMXmc3y-ldOF_c3k-v52FOMeZhkpA4YSw1gjPDOFbCZJmAjBClBZ0IQzlkaUYxAFft5QnEuUmFBjKBxPCcjhHv927LCnbvUBSy8u0bficJlp0b2X0tOwOycyOJ7N20aNqjuXd17bX5B3n1i8xt8-Wk8WCLA3ja89ZVcu22vmwVHUBd_EE9PE1ffg7KShn6CUkpmhs
CitedBy_id crossref_primary_10_1007_s10618_022_00843_2
Cites_doi 10.1007/s11263-006-7899-4
10.7551/mitpress/7132.001.0001
10.1109/TPAMI.2012.213
10.4028/www.scientific.net/AMM.409-410.1653
10.1023/A:1016328200723
10.1364/AO.58.000904
10.1109/TPAMI.1984.4767596
10.3788/gzxb20174608.0812005
10.3788/COL201210.020101
10.14257/ijmue.2015.10.3.02
10.1186/1687-6180-2012-1
10.1117/1.OE.52.4.046201
10.1145/1360612.1360671
10.1049/iet-ipr.2011.0472
10.1109/34.969114
ContentType Journal Article
Copyright Published under licence by IOP Publishing Ltd
Copyright_xml – notice: Published under licence by IOP Publishing Ltd
DBID O3W
TSCCA
AAYXX
CITATION
ADTOC
UNPAY
DOI 10.1088/1742-6596/1651/1/012168
DatabaseName IOP Open Access Journals (LUT & LAB)
IOPscience (Open Access)
CrossRef
Unpaywall for CDI: Periodical Content
Unpaywall
DatabaseTitle CrossRef
DatabaseTitleList
Database_xml – sequence: 1
  dbid: O3W
  name: Institute of Physics Open Access Journal Titles
  url: http://iopscience.iop.org/
  sourceTypes:
    Enrichment Source
    Publisher
– sequence: 2
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
DeliveryMethod fulltext_linktorsrc
Discipline Physics
DocumentTitleAlternate Outdoor image restoration based on belief propagation algorithm and formalized MTF
EISSN 1742-6596
ExternalDocumentID 10.1088/1742-6596/1651/1/012168
10_1088_1742_6596_1651_1_012168
JPCS_1651_1_012168
GroupedDBID 1JI
29L
2WC
4.4
5B3
5GY
5PX
5VS
7.Q
AAJIO
AAJKP
ABHWH
ACAFW
ACHIP
AEFHF
AEJGL
AFKRA
AFYNE
AIYBF
AKPSB
ALMA_UNASSIGNED_HOLDINGS
ARAPS
ASPBG
ATQHT
AVWKF
AZFZN
BENPR
BGLVJ
CCPQU
CEBXE
CJUJL
CRLBU
CS3
DU5
E3Z
EBS
EDWGO
EQZZN
F5P
FRP
GROUPED_DOAJ
GX1
HCIFZ
HH5
IJHAN
IOP
IZVLO
J9A
KNG
KQ8
LAP
N5L
N9A
O3W
OK1
P2P
PIMPY
PJBAE
RIN
RNS
RO9
ROL
SY9
T37
TR2
TSCCA
UCJ
W28
XSB
~02
02O
1WK
AALHV
AAYXX
ACARI
AEINN
AERVB
AGQPQ
AHSEE
ARNYC
BBWZM
C1A
CITATION
EJD
FEDTE
H13
HVGLF
JCGBZ
M48
OVT
PHGZM
PHGZT
PQGLB
PUEGO
Q02
S3P
ADTOC
UNPAY
ID FETCH-LOGICAL-c3008-55125667f986f680d9fbb9ab11de9349f38ab7b30aa8d6585a2cf79ea14a5f8c3
IEDL.DBID UNPAY
ISSN 1742-6588
1742-6596
IngestDate Sun Sep 07 11:08:28 EDT 2025
Wed Oct 01 03:52:37 EDT 2025
Thu Apr 24 23:00:38 EDT 2025
Wed Aug 21 03:38:18 EDT 2024
Thu Jan 07 14:56:13 EST 2021
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Language English
License Content from this work may be used under the terms of the Creative Commons Attribution 3.0 licence. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.
http://iopscience.iop.org/info/page/text-and-data-mining
http://creativecommons.org/licenses/by/3.0
cc-by
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c3008-55125667f986f680d9fbb9ab11de9349f38ab7b30aa8d6585a2cf79ea14a5f8c3
OpenAccessLink https://proxy.k.utb.cz/login?url=https://doi.org/10.1088/1742-6596/1651/1/012168
PageCount 7
ParticipantIDs crossref_primary_10_1088_1742_6596_1651_1_012168
iop_journals_10_1088_1742_6596_1651_1_012168
unpaywall_primary_10_1088_1742_6596_1651_1_012168
crossref_citationtrail_10_1088_1742_6596_1651_1_012168
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 20201101
PublicationDateYYYYMMDD 2020-11-01
PublicationDate_xml – month: 11
  year: 2020
  text: 20201101
  day: 01
PublicationDecade 2020
PublicationTitle Journal of physics. Conference series
PublicationTitleAlternate J. Phys.: Conf. Ser
PublicationYear 2020
Publisher IOP Publishing
Publisher_xml – name: IOP Publishing
References 22
Shwartz S. (5) 2006
23
25
Tarel J. P. (9) 2010
Long J. (11) 2013
13
14
Zheng X. (18) 2018; 67
15
16
Tan R. T. (8) 2008
17
Narasimhan S. G. (12) 2000
Fang F. M. (1) 2010
19
Hitam M. S. (3) 2013
2
He K. (10) 2011
4
7
Zheng X. (24) 2017; 46
Xu Z. (6) 2009
20
21
References_xml – ident: 21
  doi: 10.1007/s11263-006-7899-4
– start-page: 2201
  year: 2010
  ident: 9
  publication-title: IEEE International Conference on Computer Vision
– ident: 22
  doi: 10.7551/mitpress/7132.001.0001
– ident: 15
  doi: 10.1109/TPAMI.2012.213
– start-page: 1
  year: 2013
  ident: 3
  publication-title: International Conference on Computer Applications Technology. IEEE
– start-page: 2341
  year: 2011
  ident: 10
  publication-title: IEEE Computer Society
– start-page: 598
  year: 2000
  ident: 12
  publication-title: IEEE Computer Society Conference on Computer Vision and Pattern Recognition
– start-page: 1
  year: 2009
  ident: 6
  publication-title: International Conference on Computational Intelligence and Software Engineering. IEEE
– ident: 14
  doi: 10.4028/www.scientific.net/AMM.409-410.1653
– ident: 13
  doi: 10.1023/A:1016328200723
– start-page: 219
  year: 2010
  ident: 1
  publication-title: IEEE International Conference on Image Analysis and Signal Processing (IASP)
– ident: 17
  doi: 10.1364/AO.58.000904
– ident: 23
  doi: 10.1109/TPAMI.1984.4767596
– volume: 46
  start-page: 1
  issn: 1004-4213
  year: 2017
  ident: 24
  publication-title: Acta Photonica Sinica
  doi: 10.3788/gzxb20174608.0812005
– start-page: 1984
  year: 2006
  ident: 5
  publication-title: IEEE Computer Society Conference on Computer Vision and Pattern Recognition
– ident: 19
  doi: 10.3788/COL201210.020101
– volume: 67
  start-page: 1
  issn: 1000-3290
  year: 2018
  ident: 18
  publication-title: Acta Physica Sinica.
– ident: 25
  doi: 10.14257/ijmue.2015.10.3.02
– ident: 2
  doi: 10.1186/1687-6180-2012-1
– ident: 16
  doi: 10.1117/1.OE.52.4.046201
– ident: 7
  doi: 10.1145/1360612.1360671
– start-page: 1
  year: 2008
  ident: 8
  publication-title: 2008 IEEE Conference on Computer Vision and Pattern Recognition
– start-page: 132
  year: 2013
  ident: 11
  publication-title: International Conference on Computer Vision in Remote Sensing
– ident: 4
  doi: 10.1049/iet-ipr.2011.0472
– ident: 20
  doi: 10.1109/34.969114
SSID ssj0033337
Score 2.2499537
Snippet Single image dehazing technology can be applied to many fields. In order to solve this problem, an improved framework is proposed here, which can be used to...
SourceID unpaywall
crossref
iop
SourceType Open Access Repository
Enrichment Source
Index Database
Publisher
StartPage 12168
SummonAdditionalLinks – databaseName: IOP Science Platform
  dbid: IOP
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1La9wwEB6SlNL00HfJtk0RpMd6d2VZsnQsoUsI5EGTQG5CDytZ4tjLxktpfn1HtjdkCyUt8WnAM2Y0Y40-43kAfMlcyJk1JhHM8iRT1CYmdSrxylHuA2em7c5_cCj2zrL9c35-vxamnvWhf4hk1yi4M2GfECdHiKHTRHAlRlRwOqKj2JZMyHV4wiTi41jEd3S8jMYMr7wrioxCUi5zvP7-oJUTah21eA7PFtXM_PppyvLe4TN5CW6pdpdzcjVcNHbobv_o6Pi4db2CFz02Jd86idewVlRv4GmbI-pu3sKPo0Xj63pOptcYhMi8nUnTOpbEs9CTSBSIaQNBRTFQdfdMeVHPp83lNTGVJy1GLqe3yH5wOnkHZ5Pvp7t7ST-SIXEsJkogvkKMJPKgpAhCjr0K1ipjKfWFYpkKTBqbWzY2Rno0N0fHh1wVhmaGB-nYe9io6qrYAiILHnDFVqTWZ4J6UzCahdSkISgk3QDE0g3a9f3K49iMUrf_zaXU0WA6GkxHg2mqO4MNYHwnOOtadjws8hW9ovvte_Mw-84K-_7x7skqh575MAB699r8qyIf_k-Rj7CZxu__tjbyE2w080WxjSCpsZ_bXfAbtBf9ow
  priority: 102
  providerName: IOP Publishing
Title Outdoor image restoration based on belief propagation algorithm and formalized MTF
URI https://iopscience.iop.org/article/10.1088/1742-6596/1651/1/012168
https://doi.org/10.1088/1742-6596/1651/1/012168
UnpaywallVersion publishedVersion
Volume 1651
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVFSB
  databaseName: Free Full-Text Journals in Chemistry
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: HH5
  dateStart: 20040101
  isFulltext: true
  titleUrlDefault: http://abc-chemistry.org/
  providerName: ABC ChemistRy
– providerCode: PRVAFT
  databaseName: Open Access Digital Library
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: KQ8
  dateStart: 20040101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVFQY
  databaseName: GFMER Free Medical Journals
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: GX1
  dateStart: 0
  isFulltext: true
  titleUrlDefault: http://www.gfmer.ch/Medical_journals/Free_medical.php
  providerName: Geneva Foundation for Medical Education and Research
– providerCode: PRVIOP
  databaseName: Institute of Physics (IOP) Publishing Journals
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: IOP
  dateStart: 20040601
  isFulltext: true
  titleUrlDefault: https://iopscience.iop.org/
  providerName: IOP Publishing
– providerCode: PRVIOP
  databaseName: Institute of Physics Open Access Journal Titles
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: O3W
  dateStart: 20040101
  isFulltext: true
  titleUrlDefault: http://iopscience.iop.org/
  providerName: IOP Publishing
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl: http://www.proquest.com/pqcentral?accountid=15518
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: BENPR
  dateStart: 20040801
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1bb9MwFD5aWyHggesQ5VJZgkey1nHs2o9jWjUmrY3GKsaT5UsMFVlSdakQ-_XYSVpRJDTgJbKSc6Ljc3z5LJ8LwNvEuDHRSkWMaBolAutIxUZEVhhMraNE1dn5z6bsZJ6cXtLLPRhuYmF27u_94cwD5jhiVLAhZhQP8TDkIGO8A73wctSF3nyaHn5uwh4DZV1pcsu18ej685929qPOolzeh7vrYql-fFd5_stWM3kI6UbIxsPk28G60gfm5rf8jf_Qi0fwoIWd6LAZJ49hLyuewJ3a_dNcP4Xz2bqyZblCiyu_vqBVXW6mthkK25xFoZF5uOqQl8qvQc03lX8pV4vq6xVShUU1_M0XN5787GKyD_PJ8cXRSdRWW4gMCT4QHjp5-MPGTnDmGB9Z4bQWSmNsM0ES4QhXeqzJSCluvZ6pt6kbi0zhRFHHDXkG3aIssueAeEad77FmsbYJw1ZlBCcuVrFzwjdNH9hG59K0qchDRYxc1lfinMugMBkUJoPCJJaNwvow2jIum2wct7O880aV7cy8vp38zQ75aXr0cZdCLq3rA96Okb8V5MV_8LyEe3E439exj6-gW63W2WsPgio9gN7742l6PoDOh1nqnzPyadBOhp9UPfTY
linkProvider Unpaywall
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwEB61RUA58GqrLs9IcCSbdRw79hEVolJou4JW6s3yI25XpMlqm1VFfz22k12xSKggcrKUmWg844w_JTOfAd5m2uZYSRlTrEiccaRimWoeG64RMZZgGdj5D4_o_ml2cEbO1qBY9sI00z71D92wIwruXNgXxLHEYeg0poTTBFGCEpR4WjLKkqmx63An0JX4Rr7j8SIjY3flXWOkV2RsUef154et7FLrzpIHcH9eT-WPa1lVv2xAxSM4X5je1Z18H85bNdQ3v7E6_v_cHsPDHqNG7zutJ7BW1k_hbqgV1Vdb8PV43pqmmUWTS5eMolk4myYEOPJ7oon8oHTY1kbOWJewunuyOm9mk_biMpK1iQJWriY3TvzwpNiG0-Ljyd5-3B_NEGvsCyYcznJYieaWM2opGxluleJSIWRKjjNuMZMqV3gkJTPO5cQtAJvzUqJMEss03oGNuqnLXYhYSaybtaKpMhlFRpYYZTaVqbXcDfUA6CIUQve85f74jEqE_-eMCe804Z0mvNMEEp3TBjBaKk476o7bVd65yIj-Nb66XfzNivjBeO_bqoRwgRsAWi6dvzXk2b8Z8hrujT8U4suno8_PYTP1nwRCu-QL2Ghn8_Klw02tehVeip87ewMT
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3dT9swED9BEQIetgFDdGPI0ngktI5j135EiAohAdVGJXiy_BFDtZBUJRWCv352klYrEmLbm5XcRfbdxfezfB8AB4lxPaKVihjRNEoE1pGKjYisMJhaR4mqqvNfXLKzYXJ-Q2-WoDPLhVm4v_eHMw-Y44hRwTqYUdzBnVCDjPFlWAkPuy1YGV4Ojm_rtMdAWXWanHPNIrre_tKCP1oeFeMNWJvmY_X8pLLsD1fT_wiD2STrCJNfR9NSH5mXV_Ub_2EVn-BDAzvRcW0nm7CU5luwWoV_msdt-HE1LW1RTNDowe8vaFK1m6l0hoKbsygMUg9XHfKz8ntQ_U5ld8VkVN4_IJVbVMHfbPTiyS-u-59h2D-9PjmLmm4LkSEhBsJDJw9_WM8JzhzjXSuc1kJpjG0qSCIc4Ur3NOkqxa2XM_U6dT2RKpwo6rghO9DKizzdBcRT6vyKNYu1TRi2KiU4cbGKnRN-aNrAZjKXpilFHjpiZLK6EudcBoHJIDAZBCaxrAXWhu6ccVxX43if5dArVTZ_5uP75N8XyM8HJz8XKeTYujbguY387US-_AfPV1iPw_m-yn3cg1Y5mabfPAgq9X5j-L8BW7PxOw
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Outdoor+image+restoration+based+on+belief+propagation+algorithm+and+formalized+MTF&rft.jtitle=Journal+of+physics.+Conference+series&rft.au=Zheng%2C+Xin&rft.au=Lin%2C+Xiaobin&rft.au=Wu%2C+Pengfei&rft.date=2020-11-01&rft.pub=IOP+Publishing&rft.issn=1742-6588&rft.eissn=1742-6596&rft.volume=1651&rft.issue=1&rft_id=info:doi/10.1088%2F1742-6596%2F1651%2F1%2F012168&rft.externalDocID=JPCS_1651_1_012168
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1742-6588&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1742-6588&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1742-6588&client=summon