{"id":"https://openalex.org/W4225090180","doi":"https://doi.org/10.1145/3512732.3533587","title":"The MeVer DeepFake Detection Service: Lessons Learnt from Developing and Deploying in the Wild","display_name":"The MeVer DeepFake Detection Service: Lessons Learnt from Developing and Deploying in the Wild","publication_year":2022,"publication_date":"2022-06-24","ids":{"openalex":"https://openalex.org/W4225090180","doi":"https://doi.org/10.1145/3512732.3533587"},"language":"en","primary_location":{"id":"doi:10.1145/3512732.3533587","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3512732.3533587","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st International Workshop on Multimedia AI against Disinformation","raw_type":"proceedings-article"},"type":"paratext","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/A5040434932","display_name":"Spyridon Baxevanakis","orcid":"https://orcid.org/0000-0001-5213-4498"},"institutions":[{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]},{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Spiros Baxevanakis","raw_affiliation_strings":["ITI-CERTH, Thessaloniki, Greece","ITI-CERTH"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITI-CERTH, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]},{"raw_affiliation_string":"ITI-CERTH","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086670028","display_name":"Giorgos Kordopatis-Zilos","orcid":"https://orcid.org/0000-0003-2297-4802"},"institutions":[{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]},{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Giorgos Kordopatis-Zilos","raw_affiliation_strings":["ITI-CERTH, Thessaloniki, Greece","ITI-CERTH"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITI-CERTH, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]},{"raw_affiliation_string":"ITI-CERTH","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048515486","display_name":"Panagiotis Galopoulos","orcid":"https://orcid.org/0009-0009-3304-0694"},"institutions":[{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]},{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Panagiotis Galopoulos","raw_affiliation_strings":["ITI-CERTH, Thessaloniki, Greece","ITI-CERTH"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITI-CERTH, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]},{"raw_affiliation_string":"ITI-CERTH","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023141507","display_name":"Lazaros Apostolidis","orcid":"https://orcid.org/0000-0003-4379-6099"},"institutions":[{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]},{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Lazaros Apostolidis","raw_affiliation_strings":["ITI-CERTH, Thessaloniki, Greece","ITI-CERTH"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITI-CERTH, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]},{"raw_affiliation_string":"ITI-CERTH","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052263682","display_name":"Killian Levacher","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145784","display_name":"IBM Research - Ireland","ror":"https://ror.org/04jnxr720","country_code":"IE","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210145784"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Killian Levacher","raw_affiliation_strings":["IBM Research, Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM Research, Dublin, Ireland","institution_ids":["https://openalex.org/I4210145784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068105185","display_name":"Ipek Baris Schlicht","orcid":"https://orcid.org/0000-0002-5037-2203"},"institutions":[{"id":"https://openalex.org/I2799544991","display_name":"Deutsche Welle","ror":"https://ror.org/031432n58","country_code":"DE","type":"other","lineage":["https://openalex.org/I2799544991"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ipek Baris Schlicht","raw_affiliation_strings":["Deutsche Welle, Bonn/Berlin, Germany","Deutsche Welle"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deutsche Welle, Bonn/Berlin, Germany","institution_ids":["https://openalex.org/I2799544991"]},{"raw_affiliation_string":"Deutsche Welle","institution_ids":["https://openalex.org/I2799544991"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003390208","display_name":"Denis Teyssou","orcid":"https://orcid.org/0000-0003-0505-6356"},"institutions":[{"id":"https://openalex.org/I2801536413","display_name":"Agence France-Presse","ror":"https://ror.org/03knart10","country_code":"FR","type":"other","lineage":["https://openalex.org/I2801536413"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Denis Teyssou","raw_affiliation_strings":["Agence France-Presse, Paris, France","Agence France-Presse"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Agence France-Presse, Paris, France","institution_ids":["https://openalex.org/I2801536413"]},{"raw_affiliation_string":"Agence France-Presse","institution_ids":["https://openalex.org/I2801536413"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084122016","display_name":"Ioannis Kompatsiaris","orcid":"https://orcid.org/0000-0001-6447-9020"},"institutions":[{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]},{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ioannis Kompatsiaris","raw_affiliation_strings":["ITI-CERTH, Thessaloniki, Greece","ITI-CERTH"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITI-CERTH, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]},{"raw_affiliation_string":"ITI-CERTH","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013616365","display_name":"Symeon Papadopoulos","orcid":"https://orcid.org/0000-0002-5441-7341"},"institutions":[{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]},{"id":"https://openalex.org/I4210134249","display_name":"Centre for Research and Technology Hellas","ror":"https://ror.org/03bndpq63","country_code":"GR","type":"facility","lineage":["https://openalex.org/I4210134249"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Symeon Papadopoulos","raw_affiliation_strings":["ITI-CERTH, Thessaloniki, Greece","ITI-CERTH"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITI-CERTH, Thessaloniki, Greece","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]},{"raw_affiliation_string":"ITI-CERTH","institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5040434932"],"corresponding_institution_ids":["https://openalex.org/I4210093649","https://openalex.org/I4210134249"],"apc_list":null,"apc_paid":null,"fwci":0.8319,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.77041988,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"59","last_page":"68"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9998999834060669,"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":0.9998999834060669,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9980999827384949,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.996999979019165,"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/computer-science","display_name":"Computer science","score":0.7971096038818359},{"id":"https://openalex.org/keywords/mainstream","display_name":"Mainstream","score":0.6141700744628906},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5789673924446106},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.5153416991233826},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.47730815410614014},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.44130054116249084},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.41714373230934143},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3778919279575348},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3358597159385681}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7971096038818359},{"id":"https://openalex.org/C2777617010","wikidata":"https://www.wikidata.org/wiki/Q18957","display_name":"Mainstream","level":2,"score":0.6141700744628906},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5789673924446106},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5153416991233826},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.47730815410614014},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.44130054116249084},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.41714373230934143},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3778919279575348},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3358597159385681},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3512732.3533587","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3512732.3533587","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st International Workshop on Multimedia AI against Disinformation","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1322071649","display_name":null,"funder_award_id":"951911","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W2108598243","https://openalex.org/W2194775991","https://openalex.org/W2486034530","https://openalex.org/W2531409750","https://openalex.org/W2738406145","https://openalex.org/W2765520839","https://openalex.org/W2884877436","https://openalex.org/W2891145043","https://openalex.org/W2897042519","https://openalex.org/W2902962850","https://openalex.org/W2911424785","https://openalex.org/W2963684180","https://openalex.org/W2963720850","https://openalex.org/W2982058372","https://openalex.org/W2990730805","https://openalex.org/W3019200173","https://openalex.org/W3034196597","https://openalex.org/W3034431451","https://openalex.org/W3034713808","https://openalex.org/W3035574324","https://openalex.org/W3080624961","https://openalex.org/W3092879151","https://openalex.org/W3094470648","https://openalex.org/W3096609285","https://openalex.org/W3099319035","https://openalex.org/W3149715720","https://openalex.org/W3155026250","https://openalex.org/W3158734383","https://openalex.org/W3158766194","https://openalex.org/W3158878203","https://openalex.org/W3174171554","https://openalex.org/W3174508664","https://openalex.org/W3177027279","https://openalex.org/W3178708968","https://openalex.org/W3190710139","https://openalex.org/W3194007113","https://openalex.org/W3195059668","https://openalex.org/W3203673582","https://openalex.org/W3206817819","https://openalex.org/W3207412981","https://openalex.org/W3207556837","https://openalex.org/W3213515577","https://openalex.org/W4211008685","https://openalex.org/W4214680478","https://openalex.org/W4214684483","https://openalex.org/W4244926434","https://openalex.org/W6845851751"],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2377237701","https://openalex.org/W2360099860","https://openalex.org/W4323893170","https://openalex.org/W1583826057","https://openalex.org/W2352463596","https://openalex.org/W2380850119","https://openalex.org/W2101450440","https://openalex.org/W2383675217","https://openalex.org/W4246396837"],"abstract_inverted_index":{"Enabled":[0],"by":[1],"recent":[2],"improvements":[3],"in":[4,20,62,76,96,162],"generation":[5,22],"methodologies,":[6],"DeepFakes":[7],"have":[8,59],"become":[9],"mainstream":[10],"due":[11],"to":[12,37,43,144,170],"their":[13],"increasingly":[14],"better":[15],"visual":[16],"quality,":[17],"the":[18,25,41,53,63,77,84,102,107,120,137,163],"increase":[19],"easy-to-use":[21],"tools":[23],"and":[24,47,98,104,117,152,173],"rapid":[26],"dissemination":[27],"through":[28],"social":[29,45],"media.":[30],"This":[31],"fact":[32],"poses":[33],"a":[34,69,89,113,123,157],"severe":[35],"threat":[36],"our":[38,49,132,150],"societies":[39],"with":[40,122],"potential":[42],"erode":[44],"cohesion":[46],"influence":[48],"democracies.":[50],"To":[51],"mitigate":[52],"threat,":[54],"numerous":[55],"DeepFake":[56,86],"detection":[57,87],"schemes":[58],"been":[60],"introduced":[61],"literature":[64],"but":[65],"very":[66],"few":[67],"provide":[68],"web":[70,90],"service":[71,91,121,133],"that":[72,111,131,165],"can":[73],"be":[74,168],"used":[75],"wild.":[78],"In":[79],"this":[80],"paper,":[81],"we":[82,118,148],"introduce":[83],"MeVer":[85],"service,":[88],"detecting":[92],"deep":[93],"learning":[94],"manipulations":[95],"images":[97],"video.":[99],"We":[100],"present":[101],"design":[103],"implementation":[105],"of":[106],"proposed":[108],"processing":[109],"pipeline":[110],"involves":[112],"model":[114,124],"ensemble":[115],"scheme,":[116],"endow":[119],"card":[125],"for":[126],"transparency.":[127],"Experimental":[128],"results":[129],"show":[130],"performs":[134],"robustly":[135],"on":[136],"three":[138],"benchmark":[139],"datasets":[140],"while":[141],"being":[142],"vulnerable":[143],"Adversarial":[145],"Attacks.":[146],"Finally,":[147],"outline":[149],"experience":[151],"lessons":[153],"learned":[154],"when":[155],"deploying":[156],"research":[158],"system":[159],"into":[160],"production":[161],"hopes":[164],"it":[166],"will":[167],"useful":[169],"other":[171],"academic":[172],"industry":[174],"teams.":[175]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-30T09:15:22.047038","created_date":"2025-10-10T00:00:00"}