{"id":"https://openalex.org/W2618672278","doi":"https://doi.org/10.1109/iwbf.2017.7935087","title":"Benchmarking face morphing forgery detection: Application of stirtrace for impact simulation of different processing steps","display_name":"Benchmarking face morphing forgery detection: Application of stirtrace for impact simulation of different processing steps","publication_year":2017,"publication_date":"2017-04-01","ids":{"openalex":"https://openalex.org/W2618672278","doi":"https://doi.org/10.1109/iwbf.2017.7935087","mag":"2618672278"},"language":"en","primary_location":{"id":"doi:10.1109/iwbf.2017.7935087","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwbf.2017.7935087","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 5th International Workshop on Biometrics and Forensics (IWBF)","raw_type":"proceedings-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/A5103404437","display_name":"Mario Hildebrandt","orcid":null},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Mario Hildebrandt","raw_affiliation_strings":["Otto-von-Guericke-University Magdeburg, Research Group Multimedia and Security, Magdeburg, Germany"],"affiliations":[{"raw_affiliation_string":"Otto-von-Guericke-University Magdeburg, Research Group Multimedia and Security, Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020918176","display_name":"Tom Neubert","orcid":"https://orcid.org/0000-0001-8474-6560"},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tom Neubert","raw_affiliation_strings":["Otto-von-Guericke-University Magdeburg, Research Group Multimedia and Security, Magdeburg, Germany"],"affiliations":[{"raw_affiliation_string":"Otto-von-Guericke-University Magdeburg, Research Group Multimedia and Security, Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091518890","display_name":"Andrey Makrushin","orcid":"https://orcid.org/0000-0002-5250-1398"},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andrey Makrushin","raw_affiliation_strings":["Otto-von-Guericke-University Magdeburg, Research Group Multimedia and Security, Magdeburg, Germany"],"affiliations":[{"raw_affiliation_string":"Otto-von-Guericke-University Magdeburg, Research Group Multimedia and Security, Magdeburg, Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033843025","display_name":"Jana Dittmann","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jana Dittmann","raw_affiliation_strings":["University of Buckingham, Buckingham, U.K"],"affiliations":[{"raw_affiliation_string":"University of Buckingham, Buckingham, U.K","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5103404437"],"corresponding_institution_ids":["https://openalex.org/I95793202"],"apc_list":null,"apc_paid":null,"fwci":3.5499,"has_fulltext":false,"cited_by_count":58,"citation_normalized_percentile":{"value":0.95874374,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":1.0,"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":1.0,"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/T13877","display_name":"Law in Society and Culture","score":0.9743000268936157,"subfield":{"id":"https://openalex.org/subfields/3308","display_name":"Law"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.9488000273704529,"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/morphing","display_name":"Morphing","score":0.8994295597076416},{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.8172744512557983},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7852293252944946},{"id":"https://openalex.org/keywords/biometrics","display_name":"Biometrics","score":0.6634526252746582},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6293562650680542},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.6129177808761597},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.549132764339447},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.5397416353225708},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4883439242839813},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4395878314971924},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.43681231141090393},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38028281927108765},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.09750816226005554},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.0722922682762146}],"concepts":[{"id":"https://openalex.org/C50637493","wikidata":"https://www.wikidata.org/wiki/Q1136781","display_name":"Morphing","level":2,"score":0.8994295597076416},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.8172744512557983},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7852293252944946},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.6634526252746582},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6293562650680542},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.6129177808761597},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.549132764339447},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.5397416353225708},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4883439242839813},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4395878314971924},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.43681231141090393},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38028281927108765},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.09750816226005554},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0722922682762146},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iwbf.2017.7935087","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwbf.2017.7935087","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 5th International Workshop on Biometrics and Forensics (IWBF)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7200000286102295,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1574770539","https://openalex.org/W1976230226","https://openalex.org/W1982445504","https://openalex.org/W1994743750","https://openalex.org/W2003158159","https://openalex.org/W2080403050","https://openalex.org/W2081698350","https://openalex.org/W2096475587","https://openalex.org/W2133990480","https://openalex.org/W2326383905","https://openalex.org/W2474404721","https://openalex.org/W2599085778","https://openalex.org/W3148833453"],"related_works":["https://openalex.org/W4205474285","https://openalex.org/W3153838899","https://openalex.org/W1910101490","https://openalex.org/W2155350564","https://openalex.org/W2551575940","https://openalex.org/W1885525870","https://openalex.org/W2165214286","https://openalex.org/W766444145","https://openalex.org/W2036763499","https://openalex.org/W1548715306"],"abstract_inverted_index":{"We":[0,20,51],"analyze":[1],"StirTrace":[2],"towards":[3],"benchmarking":[4],"face":[5,17,36],"morphing":[6,110],"forgeries":[7],"and":[8,29,130],"extending":[9],"it":[10],"by":[11],"additional":[12],"scaling":[13],"functions":[14],"for":[15,34,56],"the":[16,40,43,46,49,90,98,109,112,117,139,142],"biometrics":[18],"scenario.":[19],"benchmark":[21],"a":[22,35],"Benford's":[23],"law":[24],"based":[25,88],"multi-compression-anomaly":[26,113],"detection":[27,100,114],"approach":[28],"acceptance":[30],"rates":[31],"of":[32,42,48,61,78,138],"morphs":[33,82],"matcher":[37,144],"to":[38,85,102,105],"determine":[39],"impact":[41],"processing":[44,118,140],"on":[45,65,89,141],"quality":[47,81],"forgeries.":[50],"use":[52],"2":[53],"different":[54],"approaches":[55],"automatically":[57],"creating":[58],"3940":[59],"images":[60,70],"morphed":[62],"faces.":[63],"Based":[64],"this":[66],"data":[67],"set,":[68],"86614":[69],"are":[71],"created":[72],"using":[73],"StirTrace.":[74],"A":[75],"manual":[76],"selection":[77],"183":[79],"high":[80],"is":[83,145],"used":[84],"derive":[86],"tendencies":[87],"subjective":[91],"forgery":[92],"quality.":[93],"Our":[94],"results":[95,132],"show":[96],"that":[97],"anomaly":[99],"seems":[101],"be":[103,120],"able":[104],"detect":[106],"anomalies":[107],"in":[108],"regions,":[111],"performance":[115],"after":[116],"can":[119],"differentiated":[121],"into":[122],"good":[123],"(e.g.":[124,128,133],"cropping),":[125],"partially":[126],"critical":[127,131],"rotation)":[129],"additive":[134],"noise).":[135],"The":[136],"influence":[137],"biometric":[143],"marginal.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":11},{"year":2018,"cited_by_count":12},{"year":2017,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}