{"id":"https://openalex.org/W4405570847","doi":"https://doi.org/10.1145/3708352","title":"Siamese Network-Based Detection of Deepfake Impersonation Attacks with a Person of Interest Approach","display_name":"Siamese Network-Based Detection of Deepfake Impersonation Attacks with a Person of Interest Approach","publication_year":2024,"publication_date":"2024-12-19","ids":{"openalex":"https://openalex.org/W4405570847","doi":"https://doi.org/10.1145/3708352"},"language":"en","primary_location":{"id":"doi:10.1145/3708352","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3708352","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"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 Multimedia Computing, Communications, and Applications","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/A5059047296","display_name":"Khouloud Samrouth","orcid":"https://orcid.org/0000-0003-2696-2024"},"institutions":[{"id":"https://openalex.org/I160368002","display_name":"Lebanese University","ror":"https://ror.org/05x6qnc69","country_code":"LB","type":"education","lineage":["https://openalex.org/I160368002"]},{"id":"https://openalex.org/I4210090878","display_name":"Arab Open University","ror":"https://ror.org/00d260p98","country_code":"LB","type":"education","lineage":["https://openalex.org/I4210090878","https://openalex.org/I4210093932"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Khouloud Samrouth","raw_affiliation_strings":["Arab Open University\u2013Lebanon, Beirut, Lebanon and Faculty of Engineering, LebaneseUniversity, Beirut, Lebanon","Lebanese University - Faculty of Engineering, Lebanon"],"raw_orcid":"https://orcid.org/0000-0003-2696-2024","affiliations":[{"raw_affiliation_string":"Arab Open University\u2013Lebanon, Beirut, Lebanon and Faculty of Engineering, LebaneseUniversity, Beirut, Lebanon","institution_ids":["https://openalex.org/I4210090878","https://openalex.org/I160368002"]},{"raw_affiliation_string":"Lebanese University - Faculty of Engineering, Lebanon","institution_ids":["https://openalex.org/I160368002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115542122","display_name":"Pia El Housseini","orcid":null},"institutions":[{"id":"https://openalex.org/I4210090878","display_name":"Arab Open University","ror":"https://ror.org/00d260p98","country_code":"LB","type":"education","lineage":["https://openalex.org/I4210090878","https://openalex.org/I4210093932"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Pia El Housseini","raw_affiliation_strings":["Arab Open University\u2013Lebanon, Beirut, Lebanon","Arab Open University, Lebanon"],"raw_orcid":"https://orcid.org/0009-0003-0600-271X","affiliations":[{"raw_affiliation_string":"Arab Open University\u2013Lebanon, Beirut, Lebanon","institution_ids":["https://openalex.org/I4210090878"]},{"raw_affiliation_string":"Arab Open University, Lebanon","institution_ids":["https://openalex.org/I4210090878"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031377954","display_name":"Olivier D\u00e9forges","orcid":"https://orcid.org/0000-0003-0750-0959"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I28221208","display_name":"Institut National des Sciences Appliqu\u00e9es de Rennes","ror":"https://ror.org/04xaa4j22","country_code":"FR","type":"education","lineage":["https://openalex.org/I28221208"]},{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Olivier Deforges","raw_affiliation_strings":["Univ Rennes, INSA Rennes, CNRS, IETR (UMR 6164), Rennes, France","Univ Rennes, INSA Rennes, CNRS, IETR (UMR 6164), France"],"raw_orcid":"https://orcid.org/0000-0003-0750-0959","affiliations":[{"raw_affiliation_string":"Univ Rennes, INSA Rennes, CNRS, IETR (UMR 6164), Rennes, France","institution_ids":["https://openalex.org/I28221208","https://openalex.org/I56067802","https://openalex.org/I1294671590","https://openalex.org/I4210100151"]},{"raw_affiliation_string":"Univ Rennes, INSA Rennes, CNRS, IETR (UMR 6164), France","institution_ids":["https://openalex.org/I28221208","https://openalex.org/I56067802","https://openalex.org/I1294671590","https://openalex.org/I4210100151"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0368,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.78432905,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"21","issue":"3","first_page":"1","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":0.9998999834060669,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9995999932289124,"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/T11448","display_name":"Face recognition and analysis","score":0.9919000267982483,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8650184869766235},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5121498107910156},{"id":"https://openalex.org/keywords/suspect","display_name":"Suspect","score":0.494806706905365},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.48867514729499817},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4824257791042328},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.433794766664505},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4335167407989502},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3989640772342682},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35657423734664917},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3458143174648285},{"id":"https://openalex.org/keywords/politics","display_name":"Politics","score":0.1356348693370819},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.11776399612426758}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8650184869766235},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5121498107910156},{"id":"https://openalex.org/C2778223634","wikidata":"https://www.wikidata.org/wiki/Q224952","display_name":"Suspect","level":2,"score":0.494806706905365},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.48867514729499817},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4824257791042328},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.433794766664505},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4335167407989502},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3989640772342682},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35657423734664917},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3458143174648285},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.1356348693370819},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.11776399612426758},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3708352","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3708352","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"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 Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-04853639v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04853639","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications and Applications, 2024, ⟨10.1145/3708352⟩","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.6000000238418579}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2911424785","https://openalex.org/W2913399670","https://openalex.org/W2982058372","https://openalex.org/W2985778816","https://openalex.org/W3017837134","https://openalex.org/W3024893240","https://openalex.org/W3034713808","https://openalex.org/W3119222417","https://openalex.org/W3175229413","https://openalex.org/W3206824631","https://openalex.org/W4224314237","https://openalex.org/W4232914825","https://openalex.org/W4280579728","https://openalex.org/W4283528962","https://openalex.org/W4289342454","https://openalex.org/W4297238584","https://openalex.org/W4297811796","https://openalex.org/W4307955901","https://openalex.org/W4352989600","https://openalex.org/W4385501912","https://openalex.org/W4386322329","https://openalex.org/W4386323261","https://openalex.org/W4386710331","https://openalex.org/W4387367882","https://openalex.org/W4392009834","https://openalex.org/W4398207561","https://openalex.org/W6767264202"],"related_works":["https://openalex.org/W3197016913","https://openalex.org/W2389153751","https://openalex.org/W4386728183","https://openalex.org/W2185015567","https://openalex.org/W2394191954","https://openalex.org/W2113933481","https://openalex.org/W4292622136","https://openalex.org/W2559305818","https://openalex.org/W4225847548","https://openalex.org/W2624508766"],"abstract_inverted_index":{"Deepfake":[0],"technology":[1],"presents":[2],"critical":[3],"cybersecurity":[4],"challenges":[5],"that":[6,132,173,185,274],"have":[7,15],"become":[8,16],"more":[9,17,271],"popular":[10],"since":[11],"easily":[12],"accessible":[13],"applications":[14,238],"widely":[18],"available.":[19],"The":[20,38],"proliferation":[21],"of":[22,40,48,55,63,68,71,90,112,163,220,297],"fake":[23,49],"portrait":[24,102],"videos":[25,58],"constitutes":[26],"a":[27,85,105,129,160,164,217,224],"serious":[28],"risk":[29],"to":[30,79,96,175,210,270],"the":[31,46,53,69,74,109,168,187,190,196,199,213,221,247],"legal":[32],"system,":[33],"society,":[34],"and":[35,52,117,143,167,189,204,295],"personal":[36],"privacy.":[37],"publication":[39],"fraudulent":[41],"explicit":[42],"content":[43,100],"starring":[44],"celebrities,":[45],"circulation":[47],"political":[50],"videos,":[51],"use":[54],"faked":[56],"impersonated":[57],"as":[59,178,292],"proof":[60],"in":[61,73,101,195],"court":[62],"law":[64],"are":[65,193],"all":[66],"examples":[67],"effects":[70],"deepfakes":[72],"real":[75,180],"world.":[76],"In":[77],"reaction":[78],"this":[80,263],"growing":[81,110],"threat,":[82],"we":[83],"propose":[84],"simple":[86],"yet":[87],"efficient":[88],"Person":[89],"Interest":[91],"(PoI)":[92],"Siamese":[93,130],"network-based":[94],"model":[95],"detect":[97,205],"deepfake":[98],"synthetic":[99],"images,":[103],"providing":[104],"preventative":[106],"measure":[107],"against":[108],"danger":[111],"deepfakes.":[113],"On":[114,246],"one":[115,157],"side":[116],"unlike":[118],"traditional":[119],"neural":[120],"networks,":[121],"which":[122],"process":[123],"inputs":[124,135],"independently,":[125],"our":[126,152,228,250,265,283],"approach":[127,284],"leverages":[128],"network":[131,200],"processes":[133],"two":[134],"simultaneously":[136],"using":[137],"identical":[138],"sub-networks":[139],"with":[140],"shared":[141],"weights":[142],"parameters.":[144],"This":[145,226,280],"twin":[146],"structure":[147],"is":[148,159,170,216,244],"particularly":[149,230],"effective":[150],"for":[151,232,286],"adopted":[153],"PoI":[154],"methodology,":[155],"where":[156,239],"input":[158],"reference":[161,188],"image":[162,172,192,215],"specific":[165],"individual,":[166],"other":[169,248],"an":[171,240],"needs":[174],"be":[176],"verified":[177],"either":[179],"or":[181,223,236],"fake.":[182],"By":[183],"ensuring":[184],"both":[186],"suspect":[191],"processed":[194],"same":[197],"way,":[198],"can":[201],"accurately":[202],"learn":[203],"subtle":[206],"differences,":[207],"enabling":[208],"it":[209],"determine":[211],"whether":[212],"second":[214],"genuine":[218],"representation":[219],"individual":[222],"deepfake.":[225],"makes":[227,282],"method":[229,252,266],"relevant":[231],"targeted":[233],"forensic":[234],"investigations":[235],"security":[237],"individual\u2019s":[241],"media":[242],"integrity":[243],"paramount.":[245],"side,":[249],"proposed":[251],"does":[253],"not":[254],"require":[255],"any":[256],"additional":[257],"complex":[258,272],"biological":[259,277],"feature":[260,278],"extraction.":[261,279],"Despite":[262],"simplification,":[264],"achieves":[267],"comparable":[268],"accuracy":[269],"models":[273],"rely":[275],"on":[276,288],"efficiency":[281],"practical":[285],"implementation":[287],"resource-constrained":[289],"devices,":[290],"such":[291],"mobile":[293],"phones":[294],"Internet":[296],"Things":[298],"(IoT)":[299],"systems.":[300]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}