PatronuS: A System for Privacy-Preserving Cloud Video Surveillance
Privacy has become one of the major concerns in cloud video surveillance. Privacy protection of the surveillance videos strive to protect users' privacy information without hampering regular security tasks of the surveillance, meanwhile retains the system's high accuracy and efficiency. Th...
Saved in:
Published in | IEEE journal on selected areas in communications Vol. 38; no. 6; pp. 1252 - 1261 |
---|---|
Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.06.2020
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
ISSN | 0733-8716 1558-0008 |
DOI | 10.1109/JSAC.2020.2986665 |
Cover
Abstract | Privacy has become one of the major concerns in cloud video surveillance. Privacy protection of the surveillance videos strive to protect users' privacy information without hampering regular security tasks of the surveillance, meanwhile retains the system's high accuracy and efficiency. The current state of the art in protecting the video privacy is mainly realized through Privacy Region Protection, which only protects the privacy regions while keeps the non-privacy regions visually intact so that processing in the cloud is still feasible. However, the problem of determining the privacy regions has been ignored and not properly addressed. In this paper, we propose a novel notion - concept graph , and with the aid of that, we develop our system - PatronuS to determine the privacy regions subject to satisfying both privacy and security requirements. We further propose an event distilling model and a privacy inference model to assist in determining specific privacy regions. And we evaluate PatronuS in real-world settings and demonstrate its efficiency in privacy protection without degrading system's surveillance functionality. |
---|---|
AbstractList | Privacy has become one of the major concerns in cloud video surveillance. Privacy protection of the surveillance videos strive to protect users’ privacy information without hampering regular security tasks of the surveillance, meanwhile retains the system’s high accuracy and efficiency. The current state of the art in protecting the video privacy is mainly realized through Privacy Region Protection, which only protects the privacy regions while keeps the non-privacy regions visually intact so that processing in the cloud is still feasible. However, the problem of determining the privacy regions has been ignored and not properly addressed. In this paper, we propose a novel notion - concept graph , and with the aid of that, we develop our system – PatronuS to determine the privacy regions subject to satisfying both privacy and security requirements. We further propose an event distilling model and a privacy inference model to assist in determining specific privacy regions. And we evaluate PatronuS in real-world settings and demonstrate its efficiency in privacy protection without degrading system’s surveillance functionality. |
Author | Jung, Taeho Du, Haohua Qian, Jianwei Hou, Jiahui Chen, Linlin Li, Xiang-Yang |
Author_xml | – sequence: 1 givenname: Haohua orcidid: 0000-0002-8492-3990 surname: Du fullname: Du, Haohua email: hdu4@hawk.iit.edu organization: Department of Computer Science, Illinois Institute of Technology, Chicago, IL, USA – sequence: 2 givenname: Linlin orcidid: 0000-0002-1016-1356 surname: Chen fullname: Chen, Linlin email: lchen96@hawk.iit.edu organization: Department of Computer Science, Illinois Institute of Technology, Chicago, IL, USA – sequence: 3 givenname: Jianwei orcidid: 0000-0002-2859-3632 surname: Qian fullname: Qian, Jianwei email: jqian15@hawk.iit.edu organization: Samsung Research America, Mountain View, CA, USA – sequence: 4 givenname: Jiahui orcidid: 0000-0002-3340-8585 surname: Hou fullname: Hou, Jiahui email: jhou11@hawk.iit.edu organization: Department of Computer Science, Illinois Institute of Technology, Chicago, IL, USA – sequence: 5 givenname: Taeho orcidid: 0000-0002-9082-0357 surname: Jung fullname: Jung, Taeho email: tjung@nd.edu organization: Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA – sequence: 6 givenname: Xiang-Yang orcidid: 0000-0002-6070-6625 surname: Li fullname: Li, Xiang-Yang email: xiangyangli@ustc.edu.cn organization: Department of Computer Science, University of Science and Technology of China, Hefei, China |
BookMark | eNp9kM9LwzAUgINMcJv-AeKl4LnzJWnTxNsc_mTgoOq1ZM2rZHTNTNrB_ntbJh48eHrw-L734JuQUeMaJOSSwoxSUDcv-XwxY8BgxpQUQqQnZEzTVMYAIEdkDBnnscyoOCOTEDYANEkkG5O7lW69a7r8NppH-SG0uI0q56OVt3tdHuKVx4B-b5vPaFG7zkQf1qCL8s7v0da1bko8J6eVrgNe_MwpeX-4f1s8xcvXx-fFfBmXTPE2Tk2a8WQtldaGC5CsqtaaVjDsDCrMSmX4WqSpQky46SkFqtSyogaBmZJPyfXx7s67rw5DW2xc55v-ZcESEBmAoqqnsiNVeheCx6oobatb65rWa1sXFIohWDEEK4ZgxU-w3qR_zJ23W-0P_zpXR8ci4i-vQFBggn8DxgF4aA |
CODEN | ISACEM |
CitedBy_id | crossref_primary_10_4018_IJISP_347987 crossref_primary_10_1109_ACCESS_2022_3211657 crossref_primary_10_1016_j_ipm_2024_103819 crossref_primary_10_1109_TCOMM_2024_3406381 crossref_primary_10_1109_ACCESS_2024_3422098 crossref_primary_10_1109_TII_2022_3203397 crossref_primary_10_4018_IJISP_319304 crossref_primary_10_3390_s21134419 crossref_primary_10_4018_IJISP_349569 crossref_primary_10_1016_j_asej_2024_103245 |
Cites_doi | 10.1145/2420950.2420975 10.1109/ICCV.2015.128 10.1109/IROS.2007.4399122 10.1109/SP.2013.31 10.1162/tacl_a_00220 10.1109/SP.2015.33 10.1007/s11263-013-0620-5 10.1145/1133265.1133348 10.1145/2906388.2906412 10.1109/TKDE.2005.32 10.1145/347090.347103 10.1007/978-3-319-10602-1_47 10.1109/TPAMI.2012.28 10.1145/3123266.3123312 10.1145/2502081.2502157 10.1109/TIFS.2013.2259819 10.14722/ndss.2014.23014 10.1109/83.748897 10.1109/TCC.2015.2469651 10.1145/2660267.2660319 10.1109/ICME.2010.5583334 10.1155/2009/429581 10.1109/CVPR.2015.7298990 10.1007/978-3-642-15702-8_57 10.1155/2012/639649 |
ContentType | Journal Article |
Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2020 |
Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2020 |
DBID | 97E RIA RIE AAYXX CITATION 7SP 8FD L7M |
DOI | 10.1109/JSAC.2020.2986665 |
DatabaseName | IEEE All-Society Periodicals Package (ASPP) 2005–Present IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Electronic Library (IEL) CrossRef Electronics & Communications Abstracts Technology Research Database Advanced Technologies Database with Aerospace |
DatabaseTitle | CrossRef Technology Research Database Advanced Technologies Database with Aerospace Electronics & Communications Abstracts |
DatabaseTitleList | Technology Research Database |
Database_xml | – sequence: 1 dbid: RIE name: IEEE Electronic Library (IEL) url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/ sourceTypes: Publisher |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Engineering |
EISSN | 1558-0008 |
EndPage | 1261 |
ExternalDocumentID | 10_1109_JSAC_2020_2986665 9061026 |
Genre | orig-research |
GrantInformation_xml | – fundername: Key Research Program of Frontier Sciences, CAS grantid: QYZDY-SSW-JSC002 funderid: 10.13039/501100002367 – fundername: China National Natural Science Foundation grantid: 61751211; 61520106007 funderid: 10.13039/501100001809 – fundername: China National Funds for Distinguished Young Scientists grantid: 61625205 funderid: 10.13039/501100005153 – fundername: National Science Funds CNS grantid: 1526638 – fundername: National Key R&D Program of China grantid: 2018YFB0803400 |
GroupedDBID | -~X .DC 0R~ 29I 3EH 4.4 41~ 5GY 5VS 6IK 97E AAJGR AARMG AASAJ AAWTH ABAZT ABQJQ ABVLG ACGFO ACGFS ACIWK ACNCT ADRHT AENEX AETIX AGQYO AGSQL AHBIQ AI. AIBXA AKJIK AKQYR ALLEH ALMA_UNASSIGNED_HOLDINGS ATWAV BEFXN BFFAM BGNUA BKEBE BPEOZ CS3 DU5 EBS EJD HZ~ H~9 IBMZZ ICLAB IES IFIPE IFJZH IPLJI JAVBF LAI M43 O9- OCL P2P RIA RIE RNS TN5 VH1 AAYOK AAYXX CITATION RIG 7SP 8FD L7M |
ID | FETCH-LOGICAL-c293t-5d5734b89aad36082ffba1f034b8de9e7c9d3b6559ee43daad909ca8f1de02dc3 |
IEDL.DBID | RIE |
ISSN | 0733-8716 |
IngestDate | Mon Jun 30 07:20:17 EDT 2025 Tue Jul 01 02:06:29 EDT 2025 Thu Apr 24 23:09:41 EDT 2025 Wed Aug 27 02:39:05 EDT 2025 |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 6 |
Language | English |
License | https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html https://doi.org/10.15223/policy-029 https://doi.org/10.15223/policy-037 |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c293t-5d5734b89aad36082ffba1f034b8de9e7c9d3b6559ee43daad909ca8f1de02dc3 |
Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
ORCID | 0000-0002-9082-0357 0000-0002-6070-6625 0000-0002-3340-8585 0000-0002-1016-1356 0000-0002-2859-3632 0000-0002-8492-3990 |
PQID | 2406700919 |
PQPubID | 85481 |
PageCount | 10 |
ParticipantIDs | crossref_citationtrail_10_1109_JSAC_2020_2986665 ieee_primary_9061026 proquest_journals_2406700919 crossref_primary_10_1109_JSAC_2020_2986665 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 2020-06-01 |
PublicationDateYYYYMMDD | 2020-06-01 |
PublicationDate_xml | – month: 06 year: 2020 text: 2020-06-01 day: 01 |
PublicationDecade | 2020 |
PublicationPlace | New York |
PublicationPlace_xml | – name: New York |
PublicationTitle | IEEE journal on selected areas in communications |
PublicationTitleAbbrev | J-SAC |
PublicationYear | 2020 |
Publisher | IEEE The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher_xml | – name: IEEE – name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
References | ref35 ref34 ref12 ref14 ref31 ref30 howell (ref9) 2010 ref33 ref32 ref10 (ref2) 2020 ref17 ref16 ref19 raghunathan (ref25) 2010 lafferty (ref18) 2001 jana (ref11) 2013 jurafsky (ref13) 2000 ref24 ref23 ref20 ref22 (ref1) 2018 ren (ref26) 2015 ref28 ref27 korayem (ref15) 2014 ref29 ref8 ref7 ref4 ref3 ref6 ref5 niu (ref21) 2012; 12 |
References_xml | – ident: ref7 doi: 10.1145/2420950.2420975 – ident: ref24 doi: 10.1109/ICCV.2015.128 – ident: ref30 doi: 10.1109/IROS.2007.4399122 – ident: ref10 doi: 10.1109/SP.2013.31 – ident: ref17 doi: 10.1162/tacl_a_00220 – ident: ref35 doi: 10.1109/SP.2015.33 – ident: ref34 doi: 10.1007/s11263-013-0620-5 – start-page: 492 year: 2010 ident: ref25 article-title: A multi-pass sieve for coreference resolution publication-title: Proc EMNLP – ident: ref14 doi: 10.1145/1133265.1133348 – ident: ref3 doi: 10.1145/2906388.2906412 – ident: ref20 doi: 10.1109/TKDE.2005.32 – ident: ref22 doi: 10.1145/347090.347103 – volume: 12 start-page: 25 year: 2012 ident: ref21 article-title: DeepDive: Web-scale knowledge-base construction using statistical learning and inference publication-title: Proc VLDS – ident: ref16 doi: 10.1007/978-3-319-10602-1_47 – start-page: 91 year: 2015 ident: ref26 article-title: Faster R-CNN: Towards real-time object detection with region proposal networks publication-title: Proc NIPS – ident: ref4 doi: 10.1109/TPAMI.2012.28 – ident: ref8 doi: 10.1145/3123266.3123312 – ident: ref6 doi: 10.1145/2502081.2502157 – ident: ref23 doi: 10.1109/TIFS.2013.2259819 – year: 2000 ident: ref13 publication-title: Speech & language processing – start-page: 282 year: 2001 ident: ref18 article-title: Conditional random fields: Probabilistic models for segmenting and labeling sequence data publication-title: Proc 18th Int Conf Mach Learn (ICML) – start-page: 415 year: 2013 ident: ref11 article-title: Enabling fine-grained permissions for augmented reality applications with recognizers publication-title: Proc USENIX Security07 – year: 2018 ident: ref1 publication-title: Caviar Dataset – ident: ref33 doi: 10.14722/ndss.2014.23014 – year: 2020 ident: ref2 publication-title: Face++ Home Page – ident: ref31 doi: 10.1109/83.748897 – ident: ref19 doi: 10.1109/TCC.2015.2469651 – ident: ref27 doi: 10.1145/2660267.2660319 – ident: ref28 doi: 10.1109/ICME.2010.5583334 – ident: ref5 doi: 10.1155/2009/429581 – ident: ref12 doi: 10.1109/CVPR.2015.7298990 – ident: ref32 doi: 10.1007/978-3-642-15702-8_57 – year: 2014 ident: ref15 article-title: ScreenAvoider: Protecting computer screens from ubiquitous cameras publication-title: arXiv 1412 0008 – ident: ref29 doi: 10.1155/2012/639649 – year: 2010 ident: ref9 article-title: What you see is what they get: Protecting users from unwanted use of microphones publication-title: WSPC Proc |
SSID | ssj0014482 |
Score | 2.4369364 |
Snippet | Privacy has become one of the major concerns in cloud video surveillance. Privacy protection of the surveillance videos strive to protect users' privacy... Privacy has become one of the major concerns in cloud video surveillance. Privacy protection of the surveillance videos strive to protect users’ privacy... |
SourceID | proquest crossref ieee |
SourceType | Aggregation Database Enrichment Source Index Database Publisher |
StartPage | 1252 |
SubjectTerms | Distillation Grounding Privacy Security Security management Surveillance surveillance systems Task analysis Video surveillance Visualization |
Title | PatronuS: A System for Privacy-Preserving Cloud Video Surveillance |
URI | https://ieeexplore.ieee.org/document/9061026 https://www.proquest.com/docview/2406700919 |
Volume | 38 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LS8NAEB6qJz34qmK1yh48iWk32e0m660WSxGUQq30FvYpxdJKbQT99e4mafGFeAthNiwzk51vdl4AZ6GiItSRT2mMSUCtpEGSEBtYRpmNIkGJ8AXOt3esN6Q3o9aoAherWhhjTJ58Zhr-MY_l65nK_FVZkzvj43yGNVhzalbUaq0iBs7NyCMGMSGBdwLKCGaIefNm0O44TzDCjYgnDq63vtigfKjKj5M4Ny_dbbhdbqzIKnlqZAvZUO_fejb-d-c7sFXiTNQuFGMXKma6B5ufug9W4aqf34Nng0vURkXncuQgLOrPx69CvQU-O8OfJNNH1JnMMo0extrM0CCbvxo_q8ipyz4Mu9f3nV5QjlQIlLPri6ClWzGhMuFCaMKc-bdWitBi_04bbmLFNZHMuRnGUKIdFcdcicSG2uBIK3IA69PZ1BwCUkaxROKEOsBBjRWSMapCllgZaUKwqAFeMjlVZb9xP_ZikuZ-B-apl0vq5ZKWcqnB-WrJc9Fs4y_iqufzirBkcQ3qS0mm5e_4knrYEjs0GfKj31cdw4b_dpEDVof1xTwzJw5tLORprmYfEV3QEg |
linkProvider | IEEE |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LS8NAEB58HNSDb7FadQ-exNRNdrvJeqtFqY-KUBVvYZ9SlFZqU9Bf726SFl-ItxBmyTIz2flm5wWwHyoqQh35lMaYBNRKGiQJsYFllNkoEpQIX-DcvmatO3rxUH-YgsNJLYwxJk8-MzX_mMfydV9l_qrsiDvj43yGaZh1dp-W1VqTmIFzNPKYQUxI4N2AMoYZYn500Wk0nS8Y4VrEEwfY61-sUD5W5cdZnBuYsyVoj7dW5JU81bKhrKn3b10b_7v3ZVgskSZqFKqxAlOmtwoLn_oPrsHJTX4TnnWOUQMVvcuRA7HoZtAdCfUW-PwMf5b0HlHzuZ9pdN_Vpo862WBk_LQipzDrcHd2ettsBeVQhUA5yz4M6roeEyoTLoQmzAEAa6UILfbvtOEmVlwTyZyjYQwl2lFxzJVIbKgNjrQiGzDT6_fMJiBlFEskTqiDHNRYIRmjKmSJlZEmBIsK4DGTU1V2HPeDL57T3PPAPPVySb1c0lIuFTiYLHkp2m38Rbzm-TwhLFlcgepYkmn5Q76mHrjEDk-GfOv3VXsw17ptX6VX59eX2zDvv1NkhFVhZjjIzI7DHkO5m6vcBx0G010 |
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=PatronuS%3A+A+System+for+Privacy-Preserving+Cloud+Video+Surveillance&rft.jtitle=IEEE+journal+on+selected+areas+in+communications&rft.au=Du%2C+Haohua&rft.au=Chen%2C+Linlin&rft.au=Qian%2C+Jianwei&rft.au=Hou%2C+Jiahui&rft.date=2020-06-01&rft.issn=0733-8716&rft.eissn=1558-0008&rft.volume=38&rft.issue=6&rft.spage=1252&rft.epage=1261&rft_id=info:doi/10.1109%2FJSAC.2020.2986665&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_JSAC_2020_2986665 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0733-8716&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0733-8716&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0733-8716&client=summon |