{"id":"https://openalex.org/W4399147151","doi":"https://doi.org/10.1109/trustcom60117.2023.00154","title":"SecGAN: Honest-Majority Maliciously 3PC Framework for Privacy-Preserving Image Synthesis","display_name":"SecGAN: Honest-Majority Maliciously 3PC Framework for Privacy-Preserving Image Synthesis","publication_year":2023,"publication_date":"2023-11-01","ids":{"openalex":"https://openalex.org/W4399147151","doi":"https://doi.org/10.1109/trustcom60117.2023.00154"},"language":"en","primary_location":{"id":"doi:10.1109/trustcom60117.2023.00154","doi":"https://doi.org/10.1109/trustcom60117.2023.00154","is_oa":false,"landing_page_url":"https://doi.org/10.1109/trustcom60117.2023.00154","pdf_url":null,"source":{"id":"https://openalex.org/S4363608016","display_name":"IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 22nd International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040211330","display_name":"Yuting Yang","orcid":"https://orcid.org/0000-0002-7750-2418","observed_orcids":["https://orcid.org/0000-0002-7750-2418"]},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuting Yang","raw_affiliation_strings":["National University of Defense Technology (NUDT),College of Computer Science and Technology,Changsha,China","College of Computer Science and Technology, National University of Defense Technology (NUDT), Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology (NUDT),College of Computer Science and Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology (NUDT), Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100342094","display_name":"Lin Liu","orcid":"https://orcid.org/0009-0009-8861-4237","observed_orcids":["https://orcid.org/0009-0009-8861-4237"]},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Liu","raw_affiliation_strings":["National University of Defense Technology (NUDT),College of Computer Science and Technology,Changsha,China","College of Computer Science and Technology, National University of Defense Technology (NUDT), Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology (NUDT),College of Computer Science and Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology (NUDT), Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032664581","display_name":"Shaojing Fu","orcid":"https://orcid.org/0000-0002-7275-8190","observed_orcids":["https://orcid.org/0000-0002-7275-8190","https://orcid.org/0000-0002-8155-7462"]},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaojing Fu","raw_affiliation_strings":["National University of Defense Technology (NUDT),College of Computer Science and Technology,Changsha,China","College of Computer Science and Technology, National University of Defense Technology (NUDT), Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology (NUDT),College of Computer Science and Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology (NUDT), Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037501616","display_name":"Junjie Huang","orcid":"https://orcid.org/0000-0003-2986-4665","observed_orcids":["https://orcid.org/0000-0003-2986-4665"]},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun-Jie Huang","raw_affiliation_strings":["National University of Defense Technology (NUDT),College of Computer Science and Technology,Changsha,China","College of Computer Science and Technology, National University of Defense Technology (NUDT), Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology (NUDT),College of Computer Science and Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology (NUDT), Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057427094","display_name":"Yuchuan Luo","orcid":"https://orcid.org/0000-0002-0720-4925","observed_orcids":["https://orcid.org/0000-0002-0720-4925"]},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuchuan Luo","raw_affiliation_strings":["National University of Defense Technology (NUDT),College of Computer Science and Technology,Changsha,China","College of Computer Science and Technology, National University of Defense Technology (NUDT), Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology (NUDT),College of Computer Science and Technology,Changsha,China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology (NUDT), Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":0.2245,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.27023286,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":null,"issue":null,"first_page":"1119","last_page":"1126"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.8281000256538391,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.8281000256538391,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11614","display_name":"Cloud Data Security Solutions","score":0.061000000685453415,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.05400000140070915,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/secure-multi-party-computation","display_name":"secure multi-party computation","score":0.8320000171661377},{"id":"https://openalex.org/keywords/malicious-adversary-model","display_name":"malicious adversary model","score":0.492000013589859},{"id":"https://openalex.org/keywords/honest-majority","display_name":"honest majority","score":0.6159999966621399},{"id":"https://openalex.org/keywords/dcgan","display_name":"DCGAN","score":0.7720000147819519},{"id":"https://openalex.org/keywords/generative-adversarial-networks","display_name":"generative adversarial networks","score":0.9110000133514404},{"id":"https://openalex.org/keywords/cloud-outsourcing","display_name":"cloud outsourcing","score":0.675000011920929},{"id":"https://openalex.org/keywords/secure-computation-protocols","display_name":"secure computation protocols","score":0.6940000057220459},{"id":"https://openalex.org/keywords/privacy-violations","display_name":"privacy violations","score":0.39800000190734863}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8305257558822632},{"id":"https://openalex.org/C46934059","wikidata":"https://www.wikidata.org/wiki/Q61515","display_name":"Outsourcing","level":2,"score":0.7422084808349609},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.6946021318435669},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6810609102249146},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.5509396195411682},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5294962525367737},{"id":"https://openalex.org/C41065033","wikidata":"https://www.wikidata.org/wiki/Q2825412","display_name":"Adversary","level":2,"score":0.5124610066413879},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.49107980728149414},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.47588789463043213},{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.46633434295654297},{"id":"https://openalex.org/C92717368","wikidata":"https://www.wikidata.org/wiki/Q1162538","display_name":"Plaintext","level":3,"score":0.43997880816459656},{"id":"https://openalex.org/C18396474","wikidata":"https://www.wikidata.org/wiki/Q2465888","display_name":"Secure multi-party computation","level":3,"score":0.41674262285232544},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.3883330225944519},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.35499125719070435},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.35377588868141174},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.27632346749305725},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.2662428617477417},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26020878553390503},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1857917606830597},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/trustcom60117.2023.00154","doi":"https://doi.org/10.1109/trustcom60117.2023.00154","is_oa":false,"landing_page_url":"https://doi.org/10.1109/trustcom60117.2023.00154","pdf_url":null,"source":{"id":"https://openalex.org/S4363608016","display_name":"IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 22nd International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322843","display_name":"Natural Science Foundation of\u00a0Hunan Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1524288918","https://openalex.org/W1826232489","https://openalex.org/W1836465849","https://openalex.org/W2119422255","https://openalex.org/W2173520492","https://openalex.org/W2317339301","https://openalex.org/W2397857137","https://openalex.org/W2432004435","https://openalex.org/W2517104773","https://openalex.org/W2536058570","https://openalex.org/W2557579533","https://openalex.org/W2782980316","https://openalex.org/W2808540773","https://openalex.org/W2893749619","https://openalex.org/W2895865029","https://openalex.org/W2956106298","https://openalex.org/W2962785568","https://openalex.org/W2962793481","https://openalex.org/W2963752132","https://openalex.org/W2963981733","https://openalex.org/W2964056778","https://openalex.org/W2984746198","https://openalex.org/W3014643566","https://openalex.org/W3164718750","https://openalex.org/W3164811584","https://openalex.org/W3170873418","https://openalex.org/W3197217216","https://openalex.org/W4214921611","https://openalex.org/W4226460675","https://openalex.org/W4320013936"],"related_works":["https://openalex.org/W4412599078","https://openalex.org/W4214921611","https://openalex.org/W4386361484","https://openalex.org/W7162336294","https://openalex.org/W3132610544","https://openalex.org/W7167791524","https://openalex.org/W4224271918","https://openalex.org/W3094460513","https://openalex.org/W4412702291","https://openalex.org/W4388964393"],"abstract_inverted_index":{"The":[0,100],"Generative":[1],"Adversarial":[2],"Network":[3],"(GAN)":[4],"is":[5,37],"capable":[6],"of":[7,30,53,125,154],"generating":[8],"high-quality":[9],"images,":[10],"surpassing":[11],"earlier":[12],"generative":[13],"models":[14],"by":[15],"producing":[16],"fake":[17],"images.":[18],"To":[19],"effectively":[20],"handle":[21],"the":[22,27,51,92,112,155],"high":[23],"computational":[24],"workload":[25],"and":[26,97,115,128],"large":[28],"number":[29],"parameters":[31],"involved,":[32],"outsourcing":[33],"to":[34,70,152],"cloud":[35,44,93],"servers":[36,45],"a":[38,62,77,123],"more":[39],"suitable":[40],"option.":[41],"However,":[42],"utilizing":[43],"for":[46,135],"image":[47,79,137,149],"synthesis":[48,80],"also":[49],"presents":[50],"risk":[52],"privacy":[54],"breaches.":[55],"Additionally,":[56],"existing":[57],"privacy-preserving":[58,87],"GANs":[59],"operate":[60],"on":[61,91],"semi-honest":[63,96],"model":[64,114],"with":[65],"two":[66],"parties,":[67,85],"which":[68],"fails":[69],"resist":[71],"malicious":[72,98,113],"attacks.":[73],"This":[74],"paper":[75],"introduces":[76],"novel":[78],"framework":[81,107],"that":[82,143,153],"involves":[83],"three":[84],"enabling":[86],"Deep":[88],"Convolutional":[89],"GAN(DCGAN)":[90],"in":[94,105],"both":[95],"scenarios.":[99],"secure":[101,130,145],"data":[102],"reconstruction":[103],"implemented":[104],"this":[106],"detects":[108],"adversary":[109],"attacks":[110],"under":[111],"aborts":[116],"computation":[117,131],"upon":[118],"detection.":[119],"Furthermore,":[120],"we":[121],"offer":[122],"range":[124],"highly":[126],"efficient":[127],"accurate":[129],"protocols":[132],"specifically":[133],"designed":[134],"DCGAN-based":[136],"synthesis.":[138],"Extensive":[139],"experimental":[140],"results":[141],"demonstrate":[142],"our":[144],"GAN(SecGAN)":[146],"can":[147],"produce":[148],"quality":[150],"comparable":[151],"plaintext":[156],"method.":[157]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2024-05-30T00:00:00"}