基于凸集投影的高分四号卫星影像超分辨率重建

基于凸集投影(projection on convex sets, POCS)对GF-4数据进行超分辨率重建处理。利用能量连续降减法构造参考帧以减少迭代次数,提高算法效率;利用Vandewalle配准法对图像块进行运动估计从而获取精确的运动参数有利于图像的分块处理。通过对GF-4真实数据进行试验与分析,表明超分图像结果的清晰度与序列影像帧数呈正相关;信噪比与帧数呈负相关。应用5帧数据进行超分重建,清晰度(平均梯度)从7.803提高到14.386;信噪比会略有下降,从3.411下降到3.336。试验表明该方法可以有效提高图像清晰度,增加图像细节信息,提升图像判别能力,扩展数据的应用范围。...

Full description

Saved in:
Bibliographic Details
Published inCe hui xue bao Vol. 46; no. 8; pp. 1026 - 1033
Main Author 许丽娜 何鲁晓
Format Journal Article
LanguageChinese
English
Published Beijing Surveying and Mapping Press 01.08.2017
中国地质大学(武汉)地球物理与空间信息学院,湖北 武汉,430074
Subjects
Online AccessGet full text
ISSN1001-1595
1001-1595
DOI10.11947/j.AGCS.2017.20170070

Cover

Abstract 基于凸集投影(projection on convex sets, POCS)对GF-4数据进行超分辨率重建处理。利用能量连续降减法构造参考帧以减少迭代次数,提高算法效率;利用Vandewalle配准法对图像块进行运动估计从而获取精确的运动参数有利于图像的分块处理。通过对GF-4真实数据进行试验与分析,表明超分图像结果的清晰度与序列影像帧数呈正相关;信噪比与帧数呈负相关。应用5帧数据进行超分重建,清晰度(平均梯度)从7.803提高到14.386;信噪比会略有下降,从3.411下降到3.336。试验表明该方法可以有效提高图像清晰度,增加图像细节信息,提升图像判别能力,扩展数据的应用范围。
AbstractList 基于凸集投影(projection on convex sets, POCS)对GF-4数据进行超分辨率重建处理。利用能量连续降减法构造参考帧以减少迭代次数,提高算法效率;利用Vandewalle配准法对图像块进行运动估计从而获取精确的运动参数有利于图像的分块处理。通过对GF-4真实数据进行试验与分析,表明超分图像结果的清晰度与序列影像帧数呈正相关;信噪比与帧数呈负相关。应用5帧数据进行超分重建,清晰度(平均梯度)从7.803提高到14.386;信噪比会略有下降,从3.411下降到3.336。试验表明该方法可以有效提高图像清晰度,增加图像细节信息,提升图像判别能力,扩展数据的应用范围。
P237; 基于凸集投影(projection on convex sets, POCS)对GF-4数据进行超分辨率重建处理.利用能量连续降减法构造参考帧以减少迭代次数,提高算法效率;利用Vandewalle配准法对图像块进行运动估计从而获取精确的运动参数有利于图像的分块处理.通过对GF-4真实数据进行试验与分析,表明超分图像结果的清晰度与序列影像帧数呈正相关;信噪比与帧数呈负相关.应用5帧数据进行超分重建,清晰度(平均梯度)从7.803提高到14.386;信噪比会略有下降,从3.411下降到3.336.试验表明该方法可以有效提高图像清晰度,增加图像细节信息,提升图像判别能力,扩展数据的应用范围.
基于凸集投影(projection on convex sets,POCS)对GF-4数据进行超分辨率重建处理。利用能量连续降减法构造参考帧以减少迭代次数,提高算法效率;利用Vandewalle配准法对图像块进行运动估计从而获取精确的运动参数有利于图像的分块处理。通过对GF-4真实数据进行试验与分析,表明超分图像结果的清晰度与序列影像帧数呈正相关;信噪比与帧数呈负相关。应用5帧数据进行超分重建,清晰度(平均梯度)从7.803提高到14.386;信噪比会略有下降,从3.411下降到3.336。试验表明该方法可以有效提高图像清晰度,增加图像细节信息,提升图像判别能力,扩展数据的应用范围。
Abstract_FL The super resolution reconstruction of GF-4 is made by projection on convex sets (POCS).Papoulis-Gerchberg is used to construct reference frame which can reduce iteration and improve algorithm efficiency.Vandewalle is used to estimate motion parameter which is benefit to block process.Tested and analyzed by real GF-4 series images, it shows that sharpness of super resolution result is positive correlatie to frame amount, and signal to noise ratio (SNR) is negative correlate to frame amount.After processing by 5 frames, information entropy (IE) changes little;sharpness (average gradient) increases from 7.803 to 14.386;SNR reduces a little, from 3.411 to 3.336.The experiment shows that after super resolution reconstruction, sharpness and detail information of results can be greatly improved.
Author 许丽娜 何鲁晓
AuthorAffiliation 中国地质大学(武汉)地球物理与空间信息学院,湖北武汉430074
AuthorAffiliation_xml – name: 中国地质大学(武汉)地球物理与空间信息学院,湖北 武汉,430074
Author_FL XU Lina
HE Luxiao
Author_FL_xml – sequence: 1
  fullname: XU Lina
– sequence: 2
  fullname: HE Luxiao
Author_xml – sequence: 1
  fullname: 许丽娜 何鲁晓
BookMark eNpNj01LQkEYhYcwyMyf0KZoqb0z49y5swqRskBoYXuZ--UHda_em1RrSyNQV4Hkwm3gqk2FUb-m8eNfNGhQm_MeDg_n8G6imB_4LkLbGNIYiwzfr6Wz-VwxTQDzpQBwWENxDIBTmAkW--c3UDKKqhYAy1DOqIijAzWafE96qvO-GLanD4_q82X2dLsYD9R9Ww2Hqv-muuPpYKRz1erPX-90Pv96nvU6i05XfUy20LonzyM3-XsTqHh0eJY7ThVO8ye5bCFlm4xoEcJi3CWW9BywXEaZ6zkG2JxzzyCW6wjhMDsjJLapJzm2HIdTAgIw8UDSBNpbtV5J35N-uVQLmqGv90p25dpafm1qVHO7K64eBo2mG13-gYSZVBACYGhqZ0XZlcAvN6q6rx5WL2R4UzI4EcI0uEl_AAJfe3E
ClassificationCodes P237
ContentType Journal Article
Copyright Aug 2017. This work is published under https://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright © Wanfang Data Co. Ltd. All Rights Reserved.
Copyright_xml – notice: Aug 2017. This work is published under https://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
– notice: Copyright © Wanfang Data Co. Ltd. All Rights Reserved.
DBID 2RA
92L
CQIGP
W94
~WA
3V.
7X2
8FE
8FH
8FK
ABUWG
AEUYN
AFKRA
ATCPS
AZQEC
BBNVY
BENPR
BHPHI
BKSAR
CCPQU
DWQXO
GNUQQ
HCIFZ
LK8
M0K
M7P
PATMY
PCBAR
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PYCSY
2B.
4A8
92I
93N
PSX
TCJ
DOI 10.11947/j.AGCS.2017.20170070
DatabaseName 维普_期刊
中文科技期刊数据库-CALIS站点
维普中文期刊数据库
中文科技期刊数据库-自然科学
中文科技期刊数据库- 镜像站点
ProQuest Central (Corporate)
Agricultural Science Collection
ProQuest SciTech Collection
ProQuest Natural Science Journals
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central (Alumni)
ProQuest One Sustainability (subscription)
ProQuest Central UK/Ireland
Agricultural & Environmental Science Collection
ProQuest Central Essentials
Biological Science Collection
ProQuest Central
ProQuest Natural Science Collection
Earth, Atmospheric & Aquatic Science Collection
ProQuest One Community College
ProQuest Central
ProQuest Central Student
SciTech Premium Collection
ProQuest Biological Science Collection
Agricultural Science Database
Biological Science Database
Environmental Science Database (subscripiton)
Earth, Atmospheric & Aquatic Science Database
ProQuest Central Premium
ProQuest One Academic (New)
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
Environmental Science Collection
Wanfang Data Journals - Hong Kong
WANFANG Data Centre
Wanfang Data Journals
万方数据期刊 - 香港版
China Online Journals (COJ)
China Online Journals (COJ)
DatabaseTitle Agricultural Science Database
Publicly Available Content Database
ProQuest Central Student
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Natural Science Collection
Earth, Atmospheric & Aquatic Science Collection
ProQuest Central
ProQuest One Applied & Life Sciences
ProQuest One Sustainability
Natural Science Collection
ProQuest Central Korea
Agricultural & Environmental Science Collection
Biological Science Collection
ProQuest Central (New)
ProQuest Biological Science Collection
ProQuest One Academic Eastern Edition
Earth, Atmospheric & Aquatic Science Database
Agricultural Science Collection
Biological Science Database
ProQuest SciTech Collection
Environmental Science Collection
ProQuest One Academic UKI Edition
Environmental Science Database
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
DatabaseTitleList

Agricultural Science Database
Database_xml – sequence: 1
  dbid: BENPR
  name: ProQuest Central
  url: http://www.proquest.com/pqcentral?accountid=15518
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Astronomy & Astrophysics
DocumentTitleAlternate GF-4 Images Super Resolution Reconstruction Based on POCS
DocumentTitle_FL GF-4 Images Super Resolution Reconstruction Based on POCS
EISSN 1001-1595
EndPage 1033
ExternalDocumentID chxb201708012
672998678
GroupedDBID -01
2B.
2C.
2RA
5VS
5XA
5XB
7X2
92E
92I
92L
ACGFS
AFKRA
ALMA_UNASSIGNED_HOLDINGS
ATCPS
BBNVY
BENPR
BHPHI
BKSAR
CCEZO
CCPQU
CCVFK
CQIGP
CW9
GROUPED_DOAJ
HCIFZ
IPNFZ
M0K
M7P
OK1
P2P
PATMY
PCBAR
PIMPY
PYCSY
RIG
TCJ
TGP
U1G
U5K
W94
~WA
3V.
8FE
8FH
8FK
ABJNI
ABUWG
AEUYN
AZQEC
DWQXO
GNUQQ
LK8
PHGZM
PHGZT
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
4A8
93N
PMFND
PSX
ID FETCH-LOGICAL-c852-c899b57e2bafd0be535efd60c777f62bed99d5c49a1c3fa71bdd73209012f0a3
IEDL.DBID BENPR
ISSN 1001-1595
IngestDate Thu May 29 04:11:08 EDT 2025
Fri Jul 25 11:50:34 EDT 2025
Wed Feb 14 09:59:08 EST 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed false
IsScholarly true
Issue 8
Keywords 能量连续降减法
Vandewalle配准法
GF-4
高分四号
Papoulis-Gerchberg
Vandewalle
超分辨率
super resolution
POCS
凸集投影
Language Chinese
English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c852-c899b57e2bafd0be535efd60c777f62bed99d5c49a1c3fa71bdd73209012f0a3
Notes GF-4; super resolution; POCS; Papoulis-Gerchberg; Vandewalle
The super resolution reconstruction of GF-4 is made by projection on convex sets (POCS). Papoulis-Gerchberg is used to construct reference frame which can reduce iteration and improve algorithm efficiency.Vandewalle is used to estimate motion parameter which is benefit to block process. Tested and analyzed by real GF-4 series images, it shows that sharpness of super resolution result is positive correlatie to frame amount, and signal to noise ratio (SNR) is negative correlate to frame amount. After processing by 5 frames, information entropy (IE) changes little; sharpness (average gradient) increases from 7.803 to 14.386; SNR reduces a little, from 3.411 to 3.336. The experiment shows that after super resolution reconstruction, sharpness and detail information of results can be greatly improved.
XU Lina,HE Luxiao(Institute of Geophysics and Geomatics, China University of Geosciences (Wuhan) , Wuhan 43074, China)
11-2089/P
ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
OpenAccessLink https://www.proquest.com/docview/2583922006?pq-origsite=%requestingapplication%&accountid=15518
PQID 2583922006
PQPubID 5229093
PageCount 8
ParticipantIDs wanfang_journals_chxb201708012
proquest_journals_2583922006
chongqing_primary_672998678
PublicationCentury 2000
PublicationDate 20170801
PublicationDateYYYYMMDD 2017-08-01
PublicationDate_xml – month: 08
  year: 2017
  text: 20170801
  day: 01
PublicationDecade 2010
PublicationPlace Beijing
PublicationPlace_xml – name: Beijing
PublicationTitle Ce hui xue bao
PublicationTitleAlternate Acta Geodaetica et Cartographica Sinica
PublicationTitle_FL Acta Geodaetica et Cartographica Sinica
PublicationYear 2017
Publisher Surveying and Mapping Press
中国地质大学(武汉)地球物理与空间信息学院,湖北 武汉,430074
Publisher_xml – name: Surveying and Mapping Press
– name: 中国地质大学(武汉)地球物理与空间信息学院,湖北 武汉,430074
SSID ssib005437539
ssib038074662
ssib051373695
ssib002263888
ssib000862384
ssj0058465
Score 2.1372395
Snippet 基于凸集投影(projection on convex sets,...
基于凸集投影(projection on convex...
P237; 基于凸集投影(projection on convex sets,...
SourceID wanfang
proquest
chongqing
SourceType Aggregation Database
Publisher
StartPage 1026
SubjectTerms Algorithms
Computational geometry
Convexity
Entropy (Information theory)
Image reconstruction
Sharpness
Signal to noise ratio
Vandewalle配准法
凸集投影
能量连续降減法
超分辨率
高分四号
Title 基于凸集投影的高分四号卫星影像超分辨率重建
URI http://lib.cqvip.com/qk/90069X/201708/672998678.html
https://www.proquest.com/docview/2583922006
https://d.wanfangdata.com.cn/periodical/chxb201708012
Volume 46
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwY2BQMUwxNk4E1uy6KZaGicAOSmqabqKhUapuGrBuTwY2L1JSwccX-_qZeYSaeEWYRjAx-MH2woCWVcLKRHBBnZKfDBoj1zcyBVXloA6wfUGhLujWKNDsKuwKjUTo1QoptuAjxpgZWIFFsgUw3bM6ufoFBMHKZlBtawqe_wR2ooEVuSl0Tw-wJ2-un6Xn6O4cDFrtZQ4mQCfhgE5cyMjPSy8E1iMobVD28sS8tMS8dKTKyE2QgR_ailRwhES7EANTap4wg4RjMWhcOz-3UkFNAcyGDFsUizDYP52_68muvqftO17ObnvWNfXp3o3PZ7W8XD3jaUfb09mzn_Zvf9q7-tmM-UDxp839L7a1AsVf7FvxvK_9ZXvv0927RBmC3VxDnD10oVcn6CZbmBoBCUvLJFPzVKOkxLQUg6RUU2PT1LQUM4Nkc3PzNDOjpNQUS8sU02QTy0TDZOO0RHPDpJQUc2MjA2DjwCjNINFYjIElLz8vVYJBwdIcGBLmZilJacmpwL4NqHtmnmKSmJhoaZBoAiwOJBmk4QEUXwA5ICPeDNhit7QAVoOSDDKwIIuH5o3ieERMSjLIQYMRIZucUZEEDn1Q1SmFX780AxdIKWQ9ngwDS0lRaaossI1QkiQHjXg5BmbvQAsAcqbP4g
linkProvider ProQuest
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3NTxQxFH_BJUYvxs-wgjgH9TYyX53SAyErgovAxggmnJx0pi3ExFlwMcAZZY0JcDIh7oGrCScvalbhr7HA_he-zs6IXLxxaSaddA6vb97v_dr3AXDPFb7PEdltwVyOBEUqm7uetBVie4LuhZBZ-eKZWlh9ETydJ_M98KvIhTFhlYVNzAy1qCfmjHzIIwbKDQEeXVq2Tdcoc7tatNDgeWsFMZKVGMsTO6bk-ipSuMbI5GPc7_ueNzE-N1a18y4DdjJMPBwYiwmVXsyVcGJJfCKVCJ2EUqpCL5aCMUGSgHE38RWnbiwE9T0HcdRTDvfxqxegNzD5rSXofTRee_a8QAKD7SS7bUXKjm4DyTOIXBbQoVcPK0_GZk1sGc0GU3fH1HdYrKcLy4haZzzei6s8VTxd-Af6Jq7CldxntSpdJbsGPTK9Dn2VhjlFr79etx5Y2XP3kKRxA0b1Xvt3e1s3f3Ram0cfP-mDr8ef33X2d_WHTd1q6Z3vemv_aHcP5_XGzsm39zh_cvjleLvZaW7pn-2bMHsOIrwFpbSeyj6wGEVJ0FDEKpHIpAwZpCLgnDOHB2h8ytD_V0DRUrccRxQiP2DDCLplGChEFuV_YiM61ZsyDOZiPH2bLK7FmfQNUN_-__q7cKk6NzMdTU_WpvrhslnWjQQcgNLKm7fyDnonK_FgrgQWvDxfrfsDdw0L5w
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=%E5%9F%BA%E4%BA%8E%E5%87%B8%E9%9B%86%E6%8A%95%E5%BD%B1%E7%9A%84%E9%AB%98%E5%88%86%E5%9B%9B%E5%8F%B7%E5%8D%AB%E6%98%9F%E5%BD%B1%E5%83%8F%E8%B6%85%E5%88%86%E8%BE%A8%E7%8E%87%E9%87%8D%E5%BB%BA&rft.jtitle=Ce+hui+xue+bao&rft.au=%E8%AE%B8%E4%B8%BD%E5%A8%9C&rft.au=%E4%BD%95%E9%B2%81%E6%99%93&rft.date=2017-08-01&rft.pub=Surveying+and+Mapping+Press&rft.issn=1001-1595&rft.eissn=1001-1595&rft.volume=46&rft.issue=8&rft.spage=1026&rft_id=info:doi/10.11947%2Fj.AGCS.2017.20170070
thumbnail_s http://utb.summon.serialssolutions.com/2.0.0/image/custom?url=http%3A%2F%2Fimage.cqvip.com%2Fvip1000%2Fqk%2F90069X%2F90069X.jpg
http://utb.summon.serialssolutions.com/2.0.0/image/custom?url=http%3A%2F%2Fwww.wanfangdata.com.cn%2Fimages%2FPeriodicalImages%2Fchxb%2Fchxb.jpg