A novel demodulation method of the channeled modulated polarization imaging pictures by hybrid feature modulated autoencoders

Channeled modulated polarization imaging technology offers advantages owing to its simple structure and low cost. However, the loss of high-frequency information due to channel crosstalk and the filter demodulation method has consistently hindered the mature application of this technology. We analyz...

Full description

Saved in:
Bibliographic Details
Published in:Optics express Vol. 32; no. 18; p. 31473
Main Authors: Zhang, Ning, Zhao, Mingfan, Zhang, Zhinan, Liu, Jie, Zhang, Yunyao, Li, Siyuan
Format: Journal Article
Language:English
Published: United States 26.08.2024
ISSN:1094-4087, 1094-4087
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract Channeled modulated polarization imaging technology offers advantages owing to its simple structure and low cost. However, the loss of high-frequency information due to channel crosstalk and the filter demodulation method has consistently hindered the mature application of this technology. We analyzed the data structure of pictures detected using this technology and proposed a demodulation method using hybrid feature modulated autoencoders. Training the network with a substantial number of images, it effectively addresses the issue of high-frequency information loss and demonstrates proficient demodulation capabilities for both simulated and real detected pictures.
AbstractList Channeled modulated polarization imaging technology offers advantages owing to its simple structure and low cost. However, the loss of high-frequency information due to channel crosstalk and the filter demodulation method has consistently hindered the mature application of this technology. We analyzed the data structure of pictures detected using this technology and proposed a demodulation method using hybrid feature modulated autoencoders. Training the network with a substantial number of images, it effectively addresses the issue of high-frequency information loss and demonstrates proficient demodulation capabilities for both simulated and real detected pictures.
Channeled modulated polarization imaging technology offers advantages owing to its simple structure and low cost. However, the loss of high-frequency information due to channel crosstalk and the filter demodulation method has consistently hindered the mature application of this technology. We analyzed the data structure of pictures detected using this technology and proposed a demodulation method using hybrid feature modulated autoencoders. Training the network with a substantial number of images, it effectively addresses the issue of high-frequency information loss and demonstrates proficient demodulation capabilities for both simulated and real detected pictures.Channeled modulated polarization imaging technology offers advantages owing to its simple structure and low cost. However, the loss of high-frequency information due to channel crosstalk and the filter demodulation method has consistently hindered the mature application of this technology. We analyzed the data structure of pictures detected using this technology and proposed a demodulation method using hybrid feature modulated autoencoders. Training the network with a substantial number of images, it effectively addresses the issue of high-frequency information loss and demonstrates proficient demodulation capabilities for both simulated and real detected pictures.
Author Liu, Jie
Zhao, Mingfan
Zhang, Zhinan
Zhang, Yunyao
Li, Siyuan
Zhang, Ning
Author_xml – sequence: 1
  givenname: Ning
  surname: Zhang
  fullname: Zhang, Ning
– sequence: 2
  givenname: Mingfan
  surname: Zhao
  fullname: Zhao, Mingfan
– sequence: 3
  givenname: Zhinan
  surname: Zhang
  fullname: Zhang, Zhinan
– sequence: 4
  givenname: Jie
  surname: Liu
  fullname: Liu, Jie
– sequence: 5
  givenname: Yunyao
  orcidid: 0000-0002-2550-5721
  surname: Zhang
  fullname: Zhang, Yunyao
– sequence: 6
  givenname: Siyuan
  surname: Li
  fullname: Li, Siyuan
BackLink https://www.ncbi.nlm.nih.gov/pubmed/39573281$$D View this record in MEDLINE/PubMed
BookMark eNpNkUtrwzAQhEVJaR7toX-g6NgenEqRbcnHENwHBHJpz0aW1rGLLbmSXUih_70OTktOOyzfLszMHE2MNYDQLSVLyuLwcZcuI0YYJRdoRkkSBiERfHKmp2ju_QchNOQJv0JTlkScrQSdoZ81NvYLaqyhsbqvZVdZgxvoSquxLXBXAlalNAZq0PiEDKq1tXTV94hXjdxXZo_bSnW9A4_zAy4Puas0LkAeV2eXsu8sGGU1OH-NLgtZe7g5zQV6f0rfNi_Bdvf8ullvA7USpAukhFiHSiZSqAiYoIViKuJKKkqYiCmIRCWxGiyFPAemE1WA0IxQ0JzpOGQLdD_-bZ397MF3WVN5BXUtDdjeZ4wyKqIhQD6gdye0zxvQWesGd-6Q_UU2AA8joJz13kHxj1CSHevIdmk21sF-AZiVfvs
Cites_doi 10.1016/j.knosys.2023.110410
10.1364/AO.45.005453
10.1016/0004-3702(89)90049-0
10.1016/j.optcom.2019.124607
10.1016/j.optlaseng.2021.106777
10.1364/OE.26.025858
10.1364/OE.507711
10.1016/j.neunet.2023.07.013
10.1016/j.isprsjprs.2021.06.001
10.1364/AO.48.001663
10.1364/AO.50.002283
10.1109/ACCESS.2023.3296592
10.1364/AO.391909
10.1364/OE.504918
10.1364/AO.47.004413
10.1364/OE.17.022520
10.1364/OE.11.001510
10.1109/TPAMI.2022.3223955
10.1016/j.optlaseng.2024.108194
10.1364/OE.406159
10.7498/aps.65.130202
10.1109/LSP.2012.2227726
10.1016/j.conengprac.2023.105438
ContentType Journal Article
DBID AAYXX
CITATION
NPM
7X8
DOI 10.1364/OE.530310
DatabaseName CrossRef
PubMed
MEDLINE - Academic
DatabaseTitle CrossRef
PubMed
MEDLINE - Academic
DatabaseTitleList CrossRef
PubMed
MEDLINE - Academic
Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 2
  dbid: 7X8
  name: MEDLINE - Academic
  url: https://search.proquest.com/medline
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Physics
EISSN 1094-4087
ExternalDocumentID 39573281
10_1364_OE_530310
Genre Journal Article
GroupedDBID ---
123
29N
2WC
8SL
AAFWJ
AAWJZ
AAYXX
ABGOQ
ACGFO
ADBBV
AEDJG
AENEX
AFPKN
AKGWG
ALMA_UNASSIGNED_HOLDINGS
ATHME
AYPRP
AZSQR
AZYMN
BAWUL
BCNDV
CITATION
CS3
DIK
DSZJF
DU5
E3Z
EBS
F5P
GROUPED_DOAJ
GX1
KQ8
M~E
OFLFD
OK1
OPJBK
OPLUZ
OVT
P2P
RNS
ROL
ROS
TR2
TR6
XSB
NPM
7X8
ID FETCH-LOGICAL-c280t-aae6d4ca9a8c5e381fc3c57cac103861e89c96c73247be3d9cfe8d301ed73d643
ISICitedReferencesCount 0
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001306695500005&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1094-4087
IngestDate Sun Nov 09 14:07:30 EST 2025
Mon Jul 21 06:02:57 EDT 2025
Sat Nov 29 06:07:29 EST 2025
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 18
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c280t-aae6d4ca9a8c5e381fc3c57cac103861e89c96c73247be3d9cfe8d301ed73d643
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
ORCID 0000-0002-2550-5721
OpenAccessLink https://doi.org/10.1364/oe.530310
PMID 39573281
PQID 3131853107
PQPubID 23479
ParticipantIDs proquest_miscellaneous_3131853107
pubmed_primary_39573281
crossref_primary_10_1364_OE_530310
PublicationCentury 2000
PublicationDate 2024-08-26
2024-Aug-26
20240826
PublicationDateYYYYMMDD 2024-08-26
PublicationDate_xml – month: 08
  year: 2024
  text: 2024-08-26
  day: 26
PublicationDecade 2020
PublicationPlace United States
PublicationPlace_xml – name: United States
PublicationTitle Optics express
PublicationTitleAlternate Opt Express
PublicationYear 2024
References Lin (oe-32-18-31473-R21) 2024; 32
Luo (oe-32-18-31473-R6) 2008; 47
DeHoog (oe-32-18-31473-R1) 2009; 48
Li (oe-32-18-31473-R4) 2020; 59
Zhang (oe-32-18-31473-R9) 2020; 457
Zhao (oe-32-18-31473-R2) 2022; 148
Li (oe-32-18-31473-R10) 2018; 26
Zhang (oe-32-18-31473-R11) 2020; 28
Hinton (oe-32-18-31473-R25) 1989; 40
OkaDereniak (oe-32-18-31473-R8) 2006
Kudenov (oe-32-18-31473-R14) 2009; 17
Zhang (oe-32-18-31473-R28) 2023; 11
Zhou (oe-32-18-31473-R29) 2023; 266
Kudenov (oe-32-18-31473-R12) 2011; 50
Ren (oe-32-18-31473-R27) 2023; 133
Mittal (oe-32-18-31473-R30) 2013; 20
Fan (oe-32-18-31473-R23) 2024; 178
Nie (oe-32-18-31473-R26) 2023; 166
Oka (oe-32-18-31473-R7) 2003; 11
Zhou (oe-32-18-31473-R22) 2024; 32
Tyo (oe-32-18-31473-R5) 2006; 45
Xue (oe-32-18-31473-R3) 2021; 178
Zhou (oe-32-18-31473-R16) 2023; 45
Qiang (oe-32-18-31473-R15) 2016; 65
References_xml – volume: 266
  start-page: 110410
  year: 2023
  ident: oe-32-18-31473-R29
  publication-title: Knowledge Based Systems
  doi: 10.1016/j.knosys.2023.110410
– volume: 45
  start-page: 5453
  year: 2006
  ident: oe-32-18-31473-R5
  publication-title: Appl. Opt.
  doi: 10.1364/AO.45.005453
– volume: 40
  start-page: 185
  year: 1989
  ident: oe-32-18-31473-R25
  publication-title: Artificial Intelligence
  doi: 10.1016/0004-3702(89)90049-0
– volume: 457
  start-page: 124607
  year: 2020
  ident: oe-32-18-31473-R9
  publication-title: Opt. Commun.
  doi: 10.1016/j.optcom.2019.124607
– volume: 148
  start-page: 106777
  year: 2022
  ident: oe-32-18-31473-R2
  publication-title: Opt. Lasers Eng.
  doi: 10.1016/j.optlaseng.2021.106777
– volume: 26
  start-page: 25858
  year: 2018
  ident: oe-32-18-31473-R10
  publication-title: Opt. Express
  doi: 10.1364/OE.26.025858
– volume: 32
  start-page: 511
  year: 2024
  ident: oe-32-18-31473-R21
  publication-title: Opt. Express
  doi: 10.1364/OE.507711
– volume: 166
  start-page: 215
  year: 2023
  ident: oe-32-18-31473-R26
  publication-title: Neural Networks
  doi: 10.1016/j.neunet.2023.07.013
– volume: 178
  start-page: 136
  year: 2021
  ident: oe-32-18-31473-R3
  publication-title: Isprs Journal of Photogrammetry and Remote Sensing
  doi: 10.1016/j.isprsjprs.2021.06.001
– volume: 48
  start-page: 1663
  year: 2009
  ident: oe-32-18-31473-R1
  publication-title: Appl. Opt.
  doi: 10.1364/AO.48.001663
– volume: 50
  start-page: 2283
  year: 2011
  ident: oe-32-18-31473-R12
  publication-title: Appl. Opt.
  doi: 10.1364/AO.50.002283
– volume: 11
  start-page: 84699
  year: 2023
  ident: oe-32-18-31473-R28
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2023.3296592
– volume: 59
  start-page: 5131
  year: 2020
  ident: oe-32-18-31473-R4
  publication-title: Appl. Opt.
  doi: 10.1364/AO.391909
– volume: 32
  start-page: 3835
  year: 2024
  ident: oe-32-18-31473-R22
  publication-title: Opt. Express
  doi: 10.1364/OE.504918
– volume: 47
  start-page: 4413
  year: 2008
  ident: oe-32-18-31473-R6
  publication-title: Appl. Opt.
  doi: 10.1364/AO.47.004413
– volume: 17
  start-page: 22520
  year: 2009
  ident: oe-32-18-31473-R14
  publication-title: Opt. Express
  doi: 10.1364/OE.17.022520
– volume: 11
  start-page: 1510
  year: 2003
  ident: oe-32-18-31473-R7
  publication-title: Opt. Express
  doi: 10.1364/OE.11.001510
– volume: 45
  start-page: 7853
  year: 2023
  ident: oe-32-18-31473-R16
  publication-title: IEEE Trans. Pattern Anal. Mach. Intell.
  doi: 10.1109/TPAMI.2022.3223955
– start-page: 29508
  year: 2006
  ident: oe-32-18-31473-R8
  article-title: Snapshot Complete Imaging Polarimeter Using Savart Plates
– volume: 178
  start-page: 108194
  year: 2024
  ident: oe-32-18-31473-R23
  publication-title: Opt. Lasers Eng.
  doi: 10.1016/j.optlaseng.2024.108194
– volume: 28
  start-page: 33718
  year: 2020
  ident: oe-32-18-31473-R11
  publication-title: Opt. Express
  doi: 10.1364/OE.406159
– volume: 65
  start-page: 130202
  year: 2016
  ident: oe-32-18-31473-R15
  publication-title: Acta Phys. Sin.
  doi: 10.7498/aps.65.130202
– volume: 20
  start-page: 209
  year: 2013
  ident: oe-32-18-31473-R30
  publication-title: IEEE Signal Process. Lett.
  doi: 10.1109/LSP.2012.2227726
– volume: 133
  start-page: 105438
  year: 2023
  ident: oe-32-18-31473-R27
  publication-title: Control Engineering Practice
  doi: 10.1016/j.conengprac.2023.105438
SSID ssj0014797
Score 2.457846
Snippet Channeled modulated polarization imaging technology offers advantages owing to its simple structure and low cost. However, the loss of high-frequency...
SourceID proquest
pubmed
crossref
SourceType Aggregation Database
Index Database
StartPage 31473
Title A novel demodulation method of the channeled modulated polarization imaging pictures by hybrid feature modulated autoencoders
URI https://www.ncbi.nlm.nih.gov/pubmed/39573281
https://www.proquest.com/docview/3131853107
Volume 32
WOSCitedRecordID wos001306695500005&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAON
  databaseName: DOAJ Directory of Open Access Journals
  customDbUrl:
  eissn: 1094-4087
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0014797
  issn: 1094-4087
  databaseCode: DOA
  dateStart: 19980101
  isFulltext: true
  titleUrlDefault: https://www.doaj.org/
  providerName: Directory of Open Access Journals
– providerCode: PRVHPJ
  databaseName: ROAD: Directory of Open Access Scholarly Resources
  customDbUrl:
  eissn: 1094-4087
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0014797
  issn: 1094-4087
  databaseCode: M~E
  dateStart: 19970101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Jj9MwFLY6w6K5IPYpS2UQtyjQrI6PFSriAC2HQaq4RI7tQKRpEk2bqnMYxE_neUsDaCQ4cImixE4kf5_e5uf3EHolQpIVoHn8tFChm4AEflbEqZ8yCuq2YMVU6iKuH8hika1W9NNo9MOdhdmdk7rO9nva_leo4RmArY7O_gPc_UfhAdwD6HAF2OH6V8DPvLrZyXNPyHUjbHMu2yjaJQSo07416Bvh2SFw1yof1x7K9Kq1aV7UVnqHYaOM1G-X6nCXV0pdCnQwk3XbRpXDFDaZ3tm6y1aXgJb7tk_zGEaoF05pmoeNSeKvv5YHvvZjv6gu34fkoarT5KvkMGYRxioIG9qK10bOglcJrqvVtVYQHwKdXS-VjViNgtg0PPlD4EdpDIAs56-TSBU5HY4BWNq1BlntRUahaQ3zW3Vt9-oI3QhJQlVS4Mfv834fKiaU2HpU8Kc3_X9O0G0381eD5hovRVsrZ3fRHetm4Jmhxz00kvV9dEun-_LNA3Q1w5okeEgSbEiCmxIDSXBPEtxDjYckwZYk2JEEF5fYkARbkgxmDknyEH1-Nz97-963jTh8HmbTrc-YTEXMGWUZTyTYeCWPeEI446q8fhrIjHKacliOmBQyEpSXMhOgOqQgkQCb9xE6rptaniIsSDEVJOSAKIsTIsAYEqBEkpBQDs5CMkYv3Wrmram3kutN1zTOl_PcrP4YvXDrnIM0VFtcrJZNt8mjQFUDgCFkjB4bAPrPOMCeXPvmKTo5sPUZOt5edPI5usl322pzMUFHZJVNdNBmolnyE8nBjAE
linkProvider ISSN International Centre
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=A+novel+demodulation+method+of+the+channeled+modulated+polarization+imaging+pictures+by+hybrid+feature+modulated+autoencoders&rft.jtitle=Optics+express&rft.au=Zhang%2C+Ning&rft.au=Zhao%2C+Mingfan&rft.au=Zhang%2C+Zhinan&rft.au=Liu%2C+Jie&rft.date=2024-08-26&rft.eissn=1094-4087&rft.volume=32&rft.issue=18&rft.spage=31473&rft_id=info:doi/10.1364%2FOE.530310&rft_id=info%3Apmid%2F39573281&rft.externalDocID=39573281
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1094-4087&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1094-4087&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1094-4087&client=summon