{"id":"https://openalex.org/W4398186462","doi":"https://doi.org/10.1145/3605098.3635911","title":"Deepfake Speech Detection: A Spectrogram Analysis","display_name":"Deepfake Speech Detection: A Spectrogram Analysis","publication_year":2024,"publication_date":"2024-04-08","ids":{"openalex":"https://openalex.org/W4398186462","doi":"https://doi.org/10.1145/3605098.3635911"},"language":"en","primary_location":{"id":"doi:10.1145/3605098.3635911","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3605098.3635911","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3605098.3635911","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3605098.3635911","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012747080","display_name":"Anton Firc","orcid":"https://orcid.org/0000-0002-4717-1910"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"Anton Firc","raw_affiliation_strings":["Brno University of Technology, Brno, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Brno University of Technology, Brno, Czech Republic","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088145356","display_name":"Kamil Malinka","orcid":"https://orcid.org/0000-0002-9009-2193"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Kamil Malinka","raw_affiliation_strings":["Brno University of Technology, Brno, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Brno University of Technology, Brno, Czech Republic","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008969416","display_name":"Petr Han\u00e1\u010dek","orcid":"https://orcid.org/0000-0001-5507-0768"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Petr Han\u00e1\u010dek","raw_affiliation_strings":["Brno University of Technology, Brno, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Brno University of Technology, Brno, Czech Republic","institution_ids":["https://openalex.org/I60587646"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5012747080"],"corresponding_institution_ids":["https://openalex.org/I60587646"],"apc_list":null,"apc_paid":null,"fwci":4.0986,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.94717041,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1312","last_page":"1320"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9998000264167786,"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.9991999864578247,"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/spectrogram","display_name":"Spectrogram","score":0.953008770942688},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6653498411178589},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5298162698745728},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3256995975971222}],"concepts":[{"id":"https://openalex.org/C45273575","wikidata":"https://www.wikidata.org/wiki/Q578970","display_name":"Spectrogram","level":2,"score":0.953008770942688},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6653498411178589},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5298162698745728},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3256995975971222}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3605098.3635911","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3605098.3635911","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3605098.3635911","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing","raw_type":"proceedings-article"},{"id":"pmh:oai:dspace.vut.cz:11012/252867","is_oa":true,"landing_page_url":"http://hdl.handle.net/11012/252867","pdf_url":"https://dspace.vut.cz/bitstreams/1b93e88d-9365-4c88-ab20-54e5687e195e/download","source":{"id":"https://openalex.org/S4306400317","display_name":"Brno University of Technology Digital Library (Brno University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60587646","host_organization_name":"Brno University of Technology","host_organization_lineage":["https://openalex.org/I60587646"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"publishedVersion"},{"id":"pmh:oai:https://dspace.vut.cz:11012/252867","is_oa":true,"landing_page_url":"https://hdl.handle.net/11012/252867","pdf_url":null,"source":{"id":"https://openalex.org/S4306400317","display_name":"Brno University of Technology Digital Library (Brno University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60587646","host_organization_name":"Brno University of Technology","host_organization_lineage":["https://openalex.org/I60587646"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"publishedVersion"}],"best_oa_location":{"id":"doi:10.1145/3605098.3635911","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3605098.3635911","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3605098.3635911","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.699999988079071,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G4543939094","display_name":null,"funder_award_id":"VB02000060","funder_id":"https://openalex.org/F4320311333","funder_display_name":"Ministerstvo Vnitra \u010cesk\u00e9 Republiky"},{"id":"https://openalex.org/G4954493761","display_name":null,"funder_award_id":"FIT-S-23-8151","funder_id":"https://openalex.org/F4320322748","funder_display_name":"Vysok\u00e9 U\u010den\u00ed Technick\u00e9 v Brn\u011b"}],"funders":[{"id":"https://openalex.org/F4320311333","display_name":"Ministerstvo Vnitra \u010cesk\u00e9 Republiky","ror":"https://ror.org/05w1nn565"},{"id":"https://openalex.org/F4320322748","display_name":"Vysok\u00e9 U\u010den\u00ed Technick\u00e9 v Brn\u011b","ror":"https://ror.org/03613d656"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4398186462.pdf"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W170732776","https://openalex.org/W2076608692","https://openalex.org/W2102003408","https://openalex.org/W2143597468","https://openalex.org/W2303197844","https://openalex.org/W2532494225","https://openalex.org/W2550143307","https://openalex.org/W2889329491","https://openalex.org/W2901479908","https://openalex.org/W2936802426","https://openalex.org/W2955054437","https://openalex.org/W2963300588","https://openalex.org/W2964301388","https://openalex.org/W2967606780","https://openalex.org/W2989571531","https://openalex.org/W3024920698","https://openalex.org/W3025111165","https://openalex.org/W3026777299","https://openalex.org/W3126967250","https://openalex.org/W3196425574","https://openalex.org/W3200319900","https://openalex.org/W3201016147","https://openalex.org/W3213515747","https://openalex.org/W4205267278","https://openalex.org/W4212774754","https://openalex.org/W4226148876","https://openalex.org/W4229013341","https://openalex.org/W4362574774","https://openalex.org/W4389777316","https://openalex.org/W6926033348"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2530685530","https://openalex.org/W4375868962","https://openalex.org/W2011227383","https://openalex.org/W2088854863","https://openalex.org/W3179495260","https://openalex.org/W1976719989","https://openalex.org/W2897924318","https://openalex.org/W2138997758"],"abstract_inverted_index":{"The":[0],"current":[1],"voice":[2],"biometric":[3],"systems":[4,18],"have":[5],"no":[6,92],"natural":[7],"mechanics":[8],"to":[9,31,96],"defend":[10],"against":[11],"deepfake":[12,21,32,62,87],"spoofing":[13],"attacks.":[14],"Thus,":[15],"supporting":[16],"these":[17],"with":[19],"a":[20,39,48],"detection":[22,34],"solution":[23],"is":[24,35,91],"necessary.":[25],"One":[26],"of":[27,58,68,81],"the":[28,56,79,82,98],"latest":[29],"approaches":[30],"speech":[33,37,63],"representing":[36],"as":[38,44],"spectrogram":[40],"and":[41,75],"using":[42],"it":[43],"an":[45],"input":[46],"for":[47,61,86,108],"deep":[49],"neural":[50],"network.":[51],"This":[52],"work":[53],"thus":[54],"analyzes":[55],"feasibility":[57],"different":[59,104,109],"spectrograms":[60,83,105],"detection.":[64,88],"We":[65,77],"compare":[66],"types":[67],"them":[69],"regarding":[70],"their":[71],"performance,":[72],"hardware":[73],"requirements,":[74],"speed.":[76],"show":[78],"majority":[80],"are":[84,106],"feasible":[85],"However,":[89],"there":[90],"general,":[93],"correct":[94],"answer":[95],"selecting":[97],"best":[99],"spectrogram.":[100],"As":[101],"we":[102],"demonstrate,":[103],"suitable":[107],"needs.":[110]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
