{"id":"https://openalex.org/W2738359832","doi":"https://doi.org/10.1109/btas.2017.8272715","title":"End-to-End convolutional neural network-based voice presentation attack detection","display_name":"End-to-End convolutional neural network-based voice presentation attack detection","publication_year":2017,"publication_date":"2017-10-01","ids":{"openalex":"https://openalex.org/W2738359832","doi":"https://doi.org/10.1109/btas.2017.8272715","mag":"2738359832"},"language":"en","primary_location":{"id":"doi:10.1109/btas.2017.8272715","is_oa":false,"landing_page_url":"https://doi.org/10.1109/btas.2017.8272715","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Joint Conference on Biometrics (IJCB)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://infoscience.epfl.ch/record/229975","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047091215","display_name":"Hannah Muckenhirn","orcid":null},"institutions":[{"id":"https://openalex.org/I7495430","display_name":"Idiap Research Institute","ror":"https://ror.org/05932h694","country_code":"CH","type":"facility","lineage":["https://openalex.org/I7495430"]},{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Hannah Muckenhirn","raw_affiliation_strings":["Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne, Lausanne, Switzerland","Idiap Research Institute, Martigny, Switzerland"],"affiliations":[{"raw_affiliation_string":"Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"Idiap Research Institute, Martigny, Switzerland","institution_ids":["https://openalex.org/I7495430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043551083","display_name":"Mathew Magimai.-Doss","orcid":"https://orcid.org/0000-0002-8714-1409"},"institutions":[{"id":"https://openalex.org/I7495430","display_name":"Idiap Research Institute","ror":"https://ror.org/05932h694","country_code":"CH","type":"facility","lineage":["https://openalex.org/I7495430"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Mathew Magimai-Doss","raw_affiliation_strings":["Idiap Research Institute, Martigny, Switzerland"],"affiliations":[{"raw_affiliation_string":"Idiap Research Institute, Martigny, Switzerland","institution_ids":["https://openalex.org/I7495430"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016330764","display_name":"S\u00e9bastien Marcel","orcid":"https://orcid.org/0000-0002-2497-9140"},"institutions":[{"id":"https://openalex.org/I7495430","display_name":"Idiap Research Institute","ror":"https://ror.org/05932h694","country_code":"CH","type":"facility","lineage":["https://openalex.org/I7495430"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Sebastien Marcel","raw_affiliation_strings":["Idiap Research Institute, Martigny, Switzerland"],"affiliations":[{"raw_affiliation_string":"Idiap Research Institute, Martigny, Switzerland","institution_ids":["https://openalex.org/I7495430"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5047091215"],"corresponding_institution_ids":["https://openalex.org/I5124864","https://openalex.org/I7495430"],"apc_list":null,"apc_paid":null,"fwci":6.0217,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.96909022,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"335","last_page":"341"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","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/T10201","display_name":"Speech Recognition and Synthesis","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/T10860","display_name":"Speech and Audio Processing","score":0.9991000294685364,"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/T11309","display_name":"Music and Audio Processing","score":0.9976000189781189,"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":0.8520787954330444},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.6429175734519958},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.62339186668396},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5952140688896179},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.5638505816459656},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.5329744815826416},{"id":"https://openalex.org/keywords/speaker-recognition","display_name":"Speaker recognition","score":0.49607571959495544},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.4717460572719574},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4715210199356079},{"id":"https://openalex.org/keywords/end-to-end-principle","display_name":"End-to-end principle","score":0.4581562280654907},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4449276924133301},{"id":"https://openalex.org/keywords/voice-activity-detection","display_name":"Voice activity detection","score":0.4378741979598999},{"id":"https://openalex.org/keywords/speech-processing","display_name":"Speech processing","score":0.4214792847633362},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35790735483169556},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.22654959559440613}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8520787954330444},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6429175734519958},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.62339186668396},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5952140688896179},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.5638505816459656},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.5329744815826416},{"id":"https://openalex.org/C133892786","wikidata":"https://www.wikidata.org/wiki/Q1145189","display_name":"Speaker recognition","level":2,"score":0.49607571959495544},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.4717460572719574},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4715210199356079},{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.4581562280654907},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4449276924133301},{"id":"https://openalex.org/C204201278","wikidata":"https://www.wikidata.org/wiki/Q1332614","display_name":"Voice activity detection","level":3,"score":0.4378741979598999},{"id":"https://openalex.org/C61328038","wikidata":"https://www.wikidata.org/wiki/Q3358061","display_name":"Speech processing","level":2,"score":0.4214792847633362},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35790735483169556},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.22654959559440613},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/btas.2017.8272715","is_oa":false,"landing_page_url":"https://doi.org/10.1109/btas.2017.8272715","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Joint Conference on Biometrics (IJCB)","raw_type":"proceedings-article"},{"id":"pmh:oai:infoscience.epfl.ch:229975","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/229975","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:229975","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/229975","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.6899999976158142,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"},{"id":"https://openalex.org/F4320323299","display_name":"Norges Forskningsr\u00e5d","ror":"https://ror.org/00epmv149"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W753012316","https://openalex.org/W1638038541","https://openalex.org/W1666984270","https://openalex.org/W2014485509","https://openalex.org/W2072473772","https://openalex.org/W2123299109","https://openalex.org/W2157236054","https://openalex.org/W2176804518","https://openalex.org/W2295518531","https://openalex.org/W2295634712","https://openalex.org/W2303197844","https://openalex.org/W2383245299","https://openalex.org/W2394783243","https://openalex.org/W2398826216","https://openalex.org/W2399733683","https://openalex.org/W2401315748","https://openalex.org/W2401839215","https://openalex.org/W2403139431","https://openalex.org/W2407170210","https://openalex.org/W2513054450","https://openalex.org/W2513345070","https://openalex.org/W2533075636","https://openalex.org/W2554181009","https://openalex.org/W2566781703","https://openalex.org/W2576165910","https://openalex.org/W2602814339","https://openalex.org/W2602887606","https://openalex.org/W2963138647","https://openalex.org/W2963175699","https://openalex.org/W6622239757","https://openalex.org/W6637061625","https://openalex.org/W6678409544","https://openalex.org/W6685748340","https://openalex.org/W6697168226","https://openalex.org/W6697322189","https://openalex.org/W6712560600","https://openalex.org/W6712941293","https://openalex.org/W6713361921","https://openalex.org/W6713385238","https://openalex.org/W6713566751"],"related_works":["https://openalex.org/W642007152","https://openalex.org/W2401827384","https://openalex.org/W2355290951","https://openalex.org/W3126788496","https://openalex.org/W2052688117","https://openalex.org/W2552102772","https://openalex.org/W3172030588","https://openalex.org/W4294771049","https://openalex.org/W1523214805","https://openalex.org/W2556771176"],"abstract_inverted_index":{"Development":[0],"of":[1,13],"countermeasures":[2],"to":[3,42,91,112,115,122,132],"detect":[4],"attacks":[5,102],"performed":[6],"on":[7,75],"speaker":[8],"verification":[9],"systems":[10,89],"through":[11,34],"presentation":[12],"forged":[14],"or":[15,92],"altered":[16],"speech":[17,37,133],"samples":[18],"is":[19,29,110],"a":[20,43,51,116],"challenging":[21],"and":[22,39,65,82,103],"open":[23],"research":[24],"problem.":[25],"Typically,":[26],"this":[27,47],"problem":[28],"approached":[30],"by":[31],"extracting":[32],"features":[33,64],"conventional":[35],"short-term":[36],"processing":[38],"feeding":[40],"them":[41],"binary":[44,67],"classifier.":[45],"In":[46],"article,":[48],"we":[49,84],"develop":[50],"convolutional":[52],"neural":[53],"network-based":[54],"approach":[55,109],"that":[56,86],"learns":[57],"in":[58],"an":[59],"end-to-end":[60],"manner":[61],"both":[62,99],"the":[63,66,70,95,108,123],"classifier":[68],"from":[69],"raw":[71],"signal.":[72],"Through":[73],"investigations":[74],"two":[76],"publicly":[77],"available":[78],"databases,":[79],"namely,":[80],"ASVspoof":[81],"AVspoof,":[83],"show":[85],"it":[87],"yields":[88],"comparable":[90],"better":[93],"than":[94],"state-of-the-art":[96],"approaches":[97],"for":[98],"physical":[100],"access":[101,105],"logical":[104],"attacks.":[106],"Furthermore,":[107],"shown":[111],"be":[113],"complementary":[114],"spectral":[117],"statistics-based":[118],"approach,":[119,125],"which,":[120],"similarly":[121],"proposed":[124],"does":[126],"not":[127],"use":[128],"prior":[129],"assumptions":[130],"related":[131],"signals.":[134]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":11},{"year":2018,"cited_by_count":9}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
