{"id":"https://openalex.org/W4416842076","doi":"https://doi.org/10.1145/3779060","title":"Adversarial Face Database against Deep Learning-Enabled Reconstruction Attacks","display_name":"Adversarial Face Database against Deep Learning-Enabled Reconstruction Attacks","publication_year":2025,"publication_date":"2025-12-01","ids":{"openalex":"https://openalex.org/W4416842076","doi":"https://doi.org/10.1145/3779060"},"language":"en","primary_location":{"id":"doi:10.1145/3779060","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3779060","pdf_url":null,"source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"},"type":"article","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/A5100387644","display_name":"Hui Liu","orcid":"https://orcid.org/0000-0003-1345-5736"},"institutions":[{"id":"https://openalex.org/I40963666","display_name":"Central China Normal University","ror":"https://ror.org/03x1jna21","country_code":"CN","type":"education","lineage":["https://openalex.org/I40963666"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Liu","raw_affiliation_strings":["School of Computer Science & Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, Wuhan, China","School of Computer Science & Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, China"],"raw_orcid":"https://orcid.org/0000-0003-1345-5736","affiliations":[{"raw_affiliation_string":"School of Computer Science & Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, Wuhan, China","institution_ids":["https://openalex.org/I40963666"]},{"raw_affiliation_string":"School of Computer Science & Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, China","institution_ids":["https://openalex.org/I40963666"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ling Ding","orcid":"https://orcid.org/0009-0009-2469-1532"},"institutions":[{"id":"https://openalex.org/I40963666","display_name":"Central China Normal University","ror":"https://ror.org/03x1jna21","country_code":"CN","type":"education","lineage":["https://openalex.org/I40963666"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ling Ding","raw_affiliation_strings":["School of Computer Science & Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, Wuhan, China","School of Computer Science & Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, China"],"raw_orcid":"https://orcid.org/0009-0009-2469-1532","affiliations":[{"raw_affiliation_string":"School of Computer Science & Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, Wuhan, China","institution_ids":["https://openalex.org/I40963666"]},{"raw_affiliation_string":"School of Computer Science & Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, China","institution_ids":["https://openalex.org/I40963666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033630348","display_name":"Jiageng Chen","orcid":"https://orcid.org/0000-0001-9033-2575"},"institutions":[{"id":"https://openalex.org/I40963666","display_name":"Central China Normal University","ror":"https://ror.org/03x1jna21","country_code":"CN","type":"education","lineage":["https://openalex.org/I40963666"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiageng Chen","raw_affiliation_strings":["Central China Normal University, Wuhan, China","School of Computer Science & Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, China"],"raw_orcid":"https://orcid.org/0000-0001-9033-2575","affiliations":[{"raw_affiliation_string":"Central China Normal University, Wuhan, China","institution_ids":["https://openalex.org/I40963666"]},{"raw_affiliation_string":"School of Computer Science & Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, China","institution_ids":["https://openalex.org/I40963666"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jinghua Wang","orcid":"https://orcid.org/0009-0000-7879-1234"},"institutions":[{"id":"https://openalex.org/I40963666","display_name":"Central China Normal University","ror":"https://ror.org/03x1jna21","country_code":"CN","type":"education","lineage":["https://openalex.org/I40963666"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinghua Wang","raw_affiliation_strings":["Central China Normal University, Wuhan, China","School of Computer Science & Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, China"],"raw_orcid":"https://orcid.org/0009-0000-7879-1234","affiliations":[{"raw_affiliation_string":"Central China Normal University, Wuhan, China","institution_ids":["https://openalex.org/I40963666"]},{"raw_affiliation_string":"School of Computer Science & Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, China","institution_ids":["https://openalex.org/I40963666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011275854","display_name":"Xu Du","orcid":"https://orcid.org/0000-0001-9069-6109"},"institutions":[{"id":"https://openalex.org/I40963666","display_name":"Central China Normal University","ror":"https://ror.org/03x1jna21","country_code":"CN","type":"education","lineage":["https://openalex.org/I40963666"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Du","raw_affiliation_strings":["Faculty of Artificial Intelligence Education, Central China Normal University, Wuhan, China","Faculty of Artificial Intelligence Education, Central China Normal University, China"],"raw_orcid":"https://orcid.org/0000-0001-9069-6109","affiliations":[{"raw_affiliation_string":"Faculty of Artificial Intelligence Education, Central China Normal University, Wuhan, China","institution_ids":["https://openalex.org/I40963666"]},{"raw_affiliation_string":"Faculty of Artificial Intelligence Education, Central China Normal University, China","institution_ids":["https://openalex.org/I40963666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040336043","display_name":"Jiabao Guo","orcid":"https://orcid.org/0000-0002-2855-4246"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiabao Guo","raw_affiliation_strings":["School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, China","School of Computer Science and Information Engineering, Hefei University of Technology, China"],"raw_orcid":"https://orcid.org/0000-0002-2855-4246","affiliations":[{"raw_affiliation_string":"School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]},{"raw_affiliation_string":"School of Computer Science and Information Engineering, Hefei University of Technology, China","institution_ids":["https://openalex.org/I16365422"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18824996,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":"1","first_page":"1","last_page":"19"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.5515999794006348,"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"}},"topics":[{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.5515999794006348,"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"}},{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","score":0.3402000069618225,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10828","display_name":"Biometric Identification and Security","score":0.023800000548362732,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/face-hallucination","display_name":"Face hallucination","score":0.6909999847412109},{"id":"https://openalex.org/keywords/facial-recognition-system","display_name":"Facial recognition system","score":0.6460000276565552},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.5974000096321106},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.5692999958992004},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5347999930381775},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5274999737739563},{"id":"https://openalex.org/keywords/three-dimensional-face-recognition","display_name":"Three-dimensional face recognition","score":0.47749999165534973},{"id":"https://openalex.org/keywords/biometrics","display_name":"Biometrics","score":0.46810001134872437}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8870999813079834},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6974999904632568},{"id":"https://openalex.org/C54654163","wikidata":"https://www.wikidata.org/wiki/Q5428359","display_name":"Face hallucination","level":5,"score":0.6909999847412109},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.6460000276565552},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5974000096321106},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.5692999958992004},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5347999930381775},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5274999737739563},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.48539999127388},{"id":"https://openalex.org/C88799230","wikidata":"https://www.wikidata.org/wiki/Q3398329","display_name":"Three-dimensional face recognition","level":5,"score":0.47749999165534973},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.46810001134872437},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.46700000762939453},{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.3481999933719635},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.33739998936653137},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.33320000767707825},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32989999651908875},{"id":"https://openalex.org/C4641261","wikidata":"https://www.wikidata.org/wiki/Q11681085","display_name":"Face detection","level":4,"score":0.3253999948501587},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.2800000011920929},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2782999873161316},{"id":"https://openalex.org/C98907195","wikidata":"https://www.wikidata.org/wiki/Q5428562","display_name":"Facial motion capture","level":5,"score":0.25949999690055847},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.25099998712539673}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3779060","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3779060","pdf_url":null,"source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3031900560","display_name":null,"funder_award_id":"2024M751050","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W17575016","https://openalex.org/W209244779","https://openalex.org/W2076443308","https://openalex.org/W2097117768","https://openalex.org/W2194775991","https://openalex.org/W2293358150","https://openalex.org/W2798724621","https://openalex.org/W3027483882","https://openalex.org/W3166898278","https://openalex.org/W4205974944","https://openalex.org/W4206849702","https://openalex.org/W4229378653","https://openalex.org/W4309637077","https://openalex.org/W4388574677","https://openalex.org/W4388802744","https://openalex.org/W4396877809","https://openalex.org/W4399427637","https://openalex.org/W4399723060","https://openalex.org/W4401419102","https://openalex.org/W4403533843","https://openalex.org/W4404122190"],"related_works":[],"abstract_inverted_index":{"Face":[0],"recognition":[1,24,76,137,154],"systems":[2,25],"offer":[3],"a":[4,89],"range":[5],"of":[6,40,58,157,166,172,192],"applications":[7],"that":[8,151],"enhance":[9],"security,":[10],"efficiency,":[11,173],"and":[12,19,120,140],"personalization,":[13],"e.g.,":[14],"access":[15],"control,":[16],"identity":[17],"verification,":[18],"personalized":[20],"services.":[21],"Mainstream":[22],"facial":[23,36,42,60,63,75,106,112,116,136,181,193],"employ":[26],"the":[27,55,108,121,127,152,164,167,174,189],"Edge-Cloud":[28],"architecture":[29],"to":[30,80,114,177],"protect":[31],"user":[32],"privacy":[33,68],"by":[34],"storing":[35],"feature":[37,182],"data":[38],"instead":[39],"original":[41,59,115,128],"images.":[43],"However,":[44],"recently":[45],"emerging":[46],"reconstruction":[47,98,123],"attacks":[48],"based":[49,93],"on":[50,94,134],"deep":[51],"learning":[52],"can":[53,161],"recover":[54,126],"visual":[56],"information":[57],"images":[61,117],"from":[62,111],"features,":[64,107],"resulting":[65],"in":[66,145],"face":[67,129,153],"disclosure.":[69],"Existing":[70],"anti-reconstruction":[71],"approaches":[72],"either":[73],"compromise":[74],"accuracy":[77,155],"or":[78],"fail":[79],"meet":[81],"real-time":[82,190],"requirements.":[83],"In":[84,170],"this":[85],"article,":[86],"we":[87],"propose":[88],"practical":[90,146],"privacy-preserving":[91],"approach":[92],"adversarial":[95,103,180],"perturbations":[96],"against":[97],"attacks.":[99],"By":[100],"incorporating":[101],"subtle":[102],"interference":[104],"into":[105],"mapping":[109],"relationship":[110],"features":[113],"is":[118,183],"disrupted,":[119],"baseline":[122],"networks":[124],"cannot":[125],"image.":[130,169],"We":[131],"conducted":[132],"experiments":[133],"two":[135],"models,":[138],"FaceNet":[139],"ArcFace,":[141],"both":[142],"widely":[143],"deployed":[144],"scenarios.":[147],"The":[148],"results":[149],"show":[150],"sacrifice":[156],"less":[158,184],"than":[159,185],"1%":[160],"significantly":[162],"reduce":[163],"quality":[165],"reconstructed":[168],"terms":[171],"average":[175],"time":[176],"generate":[178],"an":[179],"10":[186],"ms,":[187],"meeting":[188],"requirements":[191],"recognition.":[194]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-12-01T00:00:00"}