{"id":"https://openalex.org/W3092140334","doi":"https://doi.org/10.1109/wifs49906.2020.9360882","title":"Texture-based Presentation Attack Detection for Automatic Speaker Verification","display_name":"Texture-based Presentation Attack Detection for Automatic Speaker Verification","publication_year":2020,"publication_date":"2020-12-06","ids":{"openalex":"https://openalex.org/W3092140334","doi":"https://doi.org/10.1109/wifs49906.2020.9360882","mag":"3092140334"},"language":"en","primary_location":{"id":"doi:10.1109/wifs49906.2020.9360882","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wifs49906.2020.9360882","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Workshop on Information Forensics and Security (WIFS)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2010.04038","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049402182","display_name":"L\u00e1zaro J. Gonz\u00e1lez\u2010Soler","orcid":"https://orcid.org/0000-0001-6470-2966"},"institutions":[{"id":"https://openalex.org/I4210099379","display_name":"Zimmer Biomet (Germany)","ror":"https://ror.org/016731f38","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210099379","https://openalex.org/I4210115238"]},{"id":"https://openalex.org/I107257983","display_name":"Darmstadt University of Applied Sciences","ror":"https://ror.org/047wbd030","country_code":"DE","type":"education","lineage":["https://openalex.org/I107257983"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Lazaro J. Gonzalez-Soler","raw_affiliation_strings":["Biometrics and Internet Security Research Group, Hochschule Darmstadt, Germany","Darmstadt University of Applied Sciences"],"affiliations":[{"raw_affiliation_string":"Biometrics and Internet Security Research Group, Hochschule Darmstadt, Germany","institution_ids":["https://openalex.org/I107257983","https://openalex.org/I4210099379"]},{"raw_affiliation_string":"Darmstadt University of Applied Sciences","institution_ids":["https://openalex.org/I107257983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046246613","display_name":"Jos\u00e9 Patino","orcid":"https://orcid.org/0000-0001-7193-0721"},"institutions":[{"id":"https://openalex.org/I1902872","display_name":"EURECOM","ror":"https://ror.org/00sse7z02","country_code":"FR","type":"education","lineage":["https://openalex.org/I1902872","https://openalex.org/I205703379"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jose Patino","raw_affiliation_strings":["EURECOM, France","Eur\u00e9com, France"],"affiliations":[{"raw_affiliation_string":"EURECOM, France","institution_ids":["https://openalex.org/I1902872"]},{"raw_affiliation_string":"Eur\u00e9com, France","institution_ids":["https://openalex.org/I1902872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081957330","display_name":"Marta Gomez\u2010Barrero","orcid":"https://orcid.org/0000-0003-4581-5353"},"institutions":[{"id":"https://openalex.org/I4210102060","display_name":"Ansbach University of Applied Sciences","ror":"https://ror.org/0167rnj42","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210102060"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marta Gomez-Barrero","raw_affiliation_strings":["Hochschule Ansbach, Germany","Hochschule Ansbach,Germany"],"affiliations":[{"raw_affiliation_string":"Hochschule Ansbach, Germany","institution_ids":["https://openalex.org/I4210102060"]},{"raw_affiliation_string":"Hochschule Ansbach,Germany","institution_ids":["https://openalex.org/I4210102060"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049594655","display_name":"Massimiliano Todisco","orcid":"https://orcid.org/0000-0003-2883-0324"},"institutions":[{"id":"https://openalex.org/I1902872","display_name":"EURECOM","ror":"https://ror.org/00sse7z02","country_code":"FR","type":"education","lineage":["https://openalex.org/I1902872","https://openalex.org/I205703379"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Massimiliano Todisco","raw_affiliation_strings":["EURECOM, France","Eur\u00e9com, France"],"affiliations":[{"raw_affiliation_string":"EURECOM, France","institution_ids":["https://openalex.org/I1902872"]},{"raw_affiliation_string":"Eur\u00e9com, France","institution_ids":["https://openalex.org/I1902872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017716310","display_name":"Christoph Busch","orcid":"https://orcid.org/0000-0002-9159-2923"},"institutions":[{"id":"https://openalex.org/I107257983","display_name":"Darmstadt University of Applied Sciences","ror":"https://ror.org/047wbd030","country_code":"DE","type":"education","lineage":["https://openalex.org/I107257983"]},{"id":"https://openalex.org/I4210099379","display_name":"Zimmer Biomet (Germany)","ror":"https://ror.org/016731f38","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210099379","https://openalex.org/I4210115238"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Busch","raw_affiliation_strings":["Biometrics and Internet Security Research Group, Hochschule Darmstadt, Germany","Darmstadt University of Applied Sciences"],"affiliations":[{"raw_affiliation_string":"Biometrics and Internet Security Research Group, Hochschule Darmstadt, Germany","institution_ids":["https://openalex.org/I107257983","https://openalex.org/I4210099379"]},{"raw_affiliation_string":"Darmstadt University of Applied Sciences","institution_ids":["https://openalex.org/I107257983"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066811192","display_name":"Nicholas Evans","orcid":"https://orcid.org/0000-0002-8459-1041"},"institutions":[{"id":"https://openalex.org/I1902872","display_name":"EURECOM","ror":"https://ror.org/00sse7z02","country_code":"FR","type":"education","lineage":["https://openalex.org/I1902872","https://openalex.org/I205703379"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nicholas Evans","raw_affiliation_strings":["EURECOM, France","Eur\u00e9com, France"],"affiliations":[{"raw_affiliation_string":"EURECOM, France","institution_ids":["https://openalex.org/I1902872"]},{"raw_affiliation_string":"Eur\u00e9com, France","institution_ids":["https://openalex.org/I1902872"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5049402182"],"corresponding_institution_ids":["https://openalex.org/I107257983","https://openalex.org/I4210099379"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1154878,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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/T11309","display_name":"Music and Audio Processing","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.9994999766349792,"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/computer-science","display_name":"Computer science","score":0.7756168842315674},{"id":"https://openalex.org/keywords/spectrogram","display_name":"Spectrogram","score":0.6884948015213013},{"id":"https://openalex.org/keywords/biometrics","display_name":"Biometrics","score":0.675022542476654},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5692325830459595},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5421162843704224},{"id":"https://openalex.org/keywords/speaker-recognition","display_name":"Speaker recognition","score":0.5169098377227783},{"id":"https://openalex.org/keywords/soundness","display_name":"Soundness","score":0.4879295527935028},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4678557515144348},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.439972460269928},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.43695613741874695},{"id":"https://openalex.org/keywords/presentation","display_name":"Presentation (obstetrics)","score":0.4217946231365204},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.421753466129303},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.34370434284210205}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7756168842315674},{"id":"https://openalex.org/C45273575","wikidata":"https://www.wikidata.org/wiki/Q578970","display_name":"Spectrogram","level":2,"score":0.6884948015213013},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.675022542476654},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5692325830459595},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5421162843704224},{"id":"https://openalex.org/C133892786","wikidata":"https://www.wikidata.org/wiki/Q1145189","display_name":"Speaker recognition","level":2,"score":0.5169098377227783},{"id":"https://openalex.org/C39920170","wikidata":"https://www.wikidata.org/wiki/Q693083","display_name":"Soundness","level":2,"score":0.4879295527935028},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4678557515144348},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.439972460269928},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.43695613741874695},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.4217946231365204},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.421753466129303},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.34370434284210205},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/wifs49906.2020.9360882","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wifs49906.2020.9360882","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Workshop on Information Forensics and Security (WIFS)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2010.04038","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2010.04038","pdf_url":"https://arxiv.org/pdf/2010.04038","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:HAL:hal-03560804v1","is_oa":false,"landing_page_url":"https://hal.science/hal-03560804","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":"https://www.wifs2020.nyu.edu/","raw_type":"Conference papers"},{"id":"doi:10.48550/arxiv.2010.04038","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2010.04038","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"},{"id":"mag:3092140334","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2010.04038","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2010.04038","pdf_url":"https://arxiv.org/pdf/2010.04038","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.5699999928474426,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3092140334.pdf","grobid_xml":"https://content.openalex.org/works/W3092140334.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W123426918","https://openalex.org/W1502160187","https://openalex.org/W1606858007","https://openalex.org/W1607979445","https://openalex.org/W1825459403","https://openalex.org/W1969793586","https://openalex.org/W2047346462","https://openalex.org/W2072273451","https://openalex.org/W2076608692","https://openalex.org/W2163352848","https://openalex.org/W2517995648","https://openalex.org/W2590129515","https://openalex.org/W2936802426","https://openalex.org/W2967606780","https://openalex.org/W2971093237","https://openalex.org/W3006417118","https://openalex.org/W3024758142","https://openalex.org/W3026777299","https://openalex.org/W3041816239","https://openalex.org/W3092865567","https://openalex.org/W3097670835","https://openalex.org/W3120612975","https://openalex.org/W6630005630"],"related_works":["https://openalex.org/W3135779607","https://openalex.org/W3092865567","https://openalex.org/W2918506566","https://openalex.org/W2942059879","https://openalex.org/W2910470632","https://openalex.org/W3009134924","https://openalex.org/W2776778982","https://openalex.org/W2909023102","https://openalex.org/W2735237710","https://openalex.org/W2947338508","https://openalex.org/W3003156570","https://openalex.org/W3094006687","https://openalex.org/W2559574334","https://openalex.org/W3119237817","https://openalex.org/W3206549629","https://openalex.org/W3165094699","https://openalex.org/W579245046","https://openalex.org/W3156272176","https://openalex.org/W1126282248","https://openalex.org/W2965559498"],"abstract_inverted_index":{"Biometric":[0],"systems":[1,30,38,79],"are":[2,21,140,149],"nowadays":[3],"employed":[4],"across":[5],"a":[6,113,121],"broad":[7],"range":[8],"of":[9,57,78,90,98,105,129],"applications.":[10],"They":[11],"provide":[12],"high":[13],"security":[14],"and":[15,26,33],"efficiency":[16],"and,":[17],"in":[18,31,39,80,135,145],"many":[19],"cases,":[20],"user":[22],"friendly.":[23],"Despite":[24],"these":[25],"other":[27],"advantages,":[28],"biometric":[29],"general":[32],"Automatic":[34],"speaker":[35],"verification":[36],"(ASV)":[37],"particular":[40],"can":[41,59],"be":[42,60],"vulnerable":[43],"to":[44,86,102],"attack":[45,67,147],"presentations.":[46],"The":[47],"most":[48,55],"recent":[49],"ASVSpoof":[50],"2019":[51],"competition":[52],"showed":[53],"that":[54],"forms":[56],"attacks":[58],"detected":[61],"reliably":[62],"with":[63],"ensemble":[64],"classifier-based":[65],"presentation":[66],"detection":[68],"(PAD)":[69],"approaches.":[70],"These,":[71],"though,":[72],"depend":[73],"fundamentally":[74],"upon":[75],"the":[76,81,84,88,103,127],"complementarity":[77],"ensemble.":[82],"With":[83],"motivation":[85],"increase":[87],"generalisability":[89],"PAD":[91],"solutions,":[92],"this":[93],"paper":[94],"reports":[95],"our":[96,130],"exploration":[97],"texture":[99],"descriptors":[100],"applied":[101],"analysis":[104],"speech":[106],"spectrogram":[107],"images.":[108],"In":[109],"particular,":[110],"we":[111],"propose":[112],"common":[114],"fisher":[115],"vector":[116],"feature":[117],"space":[118],"based":[119],"on":[120],"generative":[122],"model.":[123],"Experimental":[124],"results":[125],"show":[126],"soundness":[128],"approach:":[131],"at":[132],"most,":[133],"16":[134],"100":[136,146],"bona":[137],"fide":[138],"presentations":[139,148],"rejected":[141],"whereas":[142],"only":[143],"one":[144],"accepted.":[150]},"counts_by_year":[],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
