{"id":"https://openalex.org/W4414701485","doi":"https://doi.org/10.1145/3759179.3759195","title":"Lightweight Residual Network for Anti Spoofing in Speaker Verification","display_name":"Lightweight Residual Network for Anti Spoofing in Speaker Verification","publication_year":2025,"publication_date":"2025-07-23","ids":{"openalex":"https://openalex.org/W4414701485","doi":"https://doi.org/10.1145/3759179.3759195"},"language":"en","primary_location":{"id":"doi:10.1145/3759179.3759195","doi":"https://doi.org/10.1145/3759179.3759195","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3759179.3759195","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3759179.3759195","source":{"id":"https://openalex.org/S4363608855","display_name":"International Conference on Cyber Security and Information Engineering (ICCSIE)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th International Conference on Cyber Security and Information Engineering","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3759179.3759195","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Kunming Wang","orcid":"https://orcid.org/0009-0009-4577-6463","observed_orcids":["https://orcid.org/0009-0009-4577-6463"]},"institutions":[{"id":"https://openalex.org/I4403928365","display_name":"Guangdong Polytechnic of Industry and Commerce","ror":"https://ror.org/05q2p2431","country_code":"CN","type":"education","lineage":["https://openalex.org/I4403928365"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kunming Wang","raw_affiliation_strings":["School of Training and Continuing Education, Guangdong Polytechnic of Industry and Commerce, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0009-4577-6463","affiliations":[{"raw_affiliation_string":"School of Training and Continuing Education, Guangdong Polytechnic of Industry and Commerce, Guangzhou, China","institution_ids":["https://openalex.org/I4403928365"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119794767","display_name":"Xianchang Fan","orcid":"https://orcid.org/0009-0001-0725-2038","observed_orcids":["https://orcid.org/0009-0001-0725-2038"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xianchang Fan","raw_affiliation_strings":["Shenzhen Hivac Technology Group Co., Ltd., Shenzhen, China"],"raw_orcid":"https://orcid.org/0009-0001-0725-2038","affiliations":[{"raw_affiliation_string":"Shenzhen Hivac Technology Group Co., Ltd., Shenzhen, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112412732","display_name":"Ying Lei","orcid":"https://orcid.org/0009-0008-7162-2823","observed_orcids":["https://orcid.org/0009-0008-7162-2823"]},"institutions":[{"id":"https://openalex.org/I4403928365","display_name":"Guangdong Polytechnic of Industry and Commerce","ror":"https://ror.org/05q2p2431","country_code":"CN","type":"education","lineage":["https://openalex.org/I4403928365"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Lei","raw_affiliation_strings":["School of Applied Foreign Languages, Guangdong Polytechnic of Industry and Commerce, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0008-7162-2823","affiliations":[{"raw_affiliation_string":"School of Applied Foreign Languages, Guangdong Polytechnic of Industry and Commerce, Guangzhou, China","institution_ids":["https://openalex.org/I4403928365"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"107","last_page":"111"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.9926999807357788,"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":0.9926999807357788,"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/T10828","display_name":"Biometric Identification and Security","score":0.004900000058114529,"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":0.001500000013038516,"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/speaker-verification","display_name":"speaker verification","score":0.8859999775886536},{"id":"https://openalex.org/keywords/spoofing-detection","display_name":"anti-spoofing","score":0.9599999785423279},{"id":"https://openalex.org/keywords/replay-attacks","display_name":"replay attacks","score":0.5989999771118164},{"id":"https://openalex.org/keywords/lightweight-neural-networks","display_name":"lightweight neural networks","score":0.8420000076293945},{"id":"https://openalex.org/keywords/residual-convolutional-network","display_name":"residual convolutional network","score":0.9409999847412109},{"id":"https://openalex.org/keywords/self-attention","display_name":"self-attention","score":0.8849999904632568},{"id":"https://openalex.org/keywords/voice-authentication","display_name":"voice authentication","score":0.5929999947547913},{"id":"https://openalex.org/keywords/asvspoof-2019","display_name":"ASVspoof 2019","score":0.9670000076293945}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8282999992370605},{"id":"https://openalex.org/C167900197","wikidata":"https://www.wikidata.org/wiki/Q11081100","display_name":"Spoofing attack","level":2,"score":0.7768999934196472},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.6685000061988831},{"id":"https://openalex.org/C2982762665","wikidata":"https://www.wikidata.org/wiki/Q1145189","display_name":"Speaker verification","level":3,"score":0.5408999919891357},{"id":"https://openalex.org/C148417208","wikidata":"https://www.wikidata.org/wiki/Q4825882","display_name":"Authentication (law)","level":2,"score":0.536899983882904},{"id":"https://openalex.org/C133892786","wikidata":"https://www.wikidata.org/wiki/Q1145189","display_name":"Speaker recognition","level":2,"score":0.51910001039505},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.49320000410079956},{"id":"https://openalex.org/C11560541","wikidata":"https://www.wikidata.org/wiki/Q1756025","display_name":"Replay attack","level":3,"score":0.45579999685287476},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4499000012874603},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.36000001430511475},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3562000095844269},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.3199000060558319},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3073999881744385},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.30149999260902405},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.2939999997615814},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2872999906539917},{"id":"https://openalex.org/C61328038","wikidata":"https://www.wikidata.org/wiki/Q3358061","display_name":"Speech processing","level":2,"score":0.28220000863075256},{"id":"https://openalex.org/C40969351","wikidata":"https://www.wikidata.org/wiki/Q3516228","display_name":"Word error rate","level":2,"score":0.2768999934196472},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.27480000257492065},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.27459999918937683},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.2660999894142151},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.2632000148296356},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.2551000118255615},{"id":"https://openalex.org/C149838564","wikidata":"https://www.wikidata.org/wiki/Q7574248","display_name":"Speaker diarisation","level":3,"score":0.25450000166893005},{"id":"https://openalex.org/C2779426996","wikidata":"https://www.wikidata.org/wiki/Q18389128","display_name":"Echo (communications protocol)","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3759179.3759195","doi":"https://doi.org/10.1145/3759179.3759195","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3759179.3759195","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3759179.3759195","source":{"id":"https://openalex.org/S4363608855","display_name":"International Conference on Cyber Security and Information Engineering (ICCSIE)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th International Conference on Cyber Security and Information Engineering","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3759179.3759195","doi":"https://doi.org/10.1145/3759179.3759195","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3759179.3759195","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3759179.3759195","source":{"id":"https://openalex.org/S4363608855","display_name":"International Conference on Cyber Security and Information Engineering (ICCSIE)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th International Conference on Cyber Security and Information Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414701485.pdf","grobid_xml":"https://content.openalex.org/works/W4414701485.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W2760938034","https://openalex.org/W3010893827","https://openalex.org/W3133379831","https://openalex.org/W3187722398","https://openalex.org/W4220832730","https://openalex.org/W4226230385","https://openalex.org/W4389459220","https://openalex.org/W4400410343","https://openalex.org/W4402301857","https://openalex.org/W4406803348","https://openalex.org/W4407910983","https://openalex.org/W4409103122","https://openalex.org/W4410145327","https://openalex.org/W4410312493"],"related_works":["https://openalex.org/W3113108043","https://openalex.org/W1914348842","https://openalex.org/W4404087913","https://openalex.org/W2955459848","https://openalex.org/W4406534093","https://openalex.org/W2964002811","https://openalex.org/W4416800160","https://openalex.org/W4389164550","https://openalex.org/W2294013337","https://openalex.org/W4214837737"],"abstract_inverted_index":{"With":[0],"the":[1,65,106,123],"rapid":[2],"advancement":[3],"of":[4,64,115],"computer":[5],"technology,":[6],"especially":[7],"high":[8],"performance":[9],"computing":[10],"and":[11,29,52,61,135],"deep":[12],"learning":[13],"algorithms,":[14],"speaker":[15,34],"verification":[16,35],"systems":[17],"have":[18],"become":[19],"increasingly":[20],"critical":[21],"for":[22,45,145],"secure":[23],"voice-based":[24],"authentication.":[25],"To":[26],"counter":[27],"replay":[28],"synthetic":[30],"spoofing":[31],"attacks":[32],"in":[33,129],"systems,":[36],"this":[37],"paper":[38],"introduces":[39],"a":[40,73,100,118],"lightweight":[41,102],"residual":[42,75],"convolutional":[43],"network":[44],"robust":[46],"anti\u2011spoofing.":[47],"We":[48],"extract":[49],"log\u2011power":[50],"mel\u2011spectrograms":[51],"phase\u2011based":[53],"group":[54],"delay":[55],"features":[56,69],"to":[57,80,138],"capture":[58],"both":[59],"amplitude":[60],"fine\u2011structure":[62],"characteristics":[63],"speech":[66],"signal.":[67],"These":[68],"are":[70],"processed":[71],"through":[72],"compact":[74],"backbone":[76],"augmented":[77],"with":[78],"self\u2011attention":[79],"model":[81],"long\u2011range":[82],"temporal":[83],"dependencies.":[84],"A":[85],"statistical":[86],"fusion":[87],"mechanism":[88],"aggregates":[89],"frame\u2011level":[90],"representations":[91],"into":[92],"an":[93,111],"utterance\u2011level":[94],"score,":[95],"which":[96],"is":[97],"classified":[98],"by":[99],"calibrated":[101],"classifier.":[103],"Experiments":[104],"on":[105,132],"ASVspoof":[107],"2019":[108],"dataset":[109],"demonstrate":[110],"equal\u2011error":[112],"rate":[113],"(EER)":[114],"0.89%,":[116],"representing":[117],"significant":[119],"relative":[120],"improvement":[121],"over":[122],"baseline.":[124],"The":[125],"proposed":[126],"approach":[127],"operates":[128],"real":[130],"time":[131],"commodity":[133],"hardware":[134],"generalizes":[136],"well":[137],"unseen":[139],"attack":[140],"types,":[141],"making":[142],"it":[143],"suitable":[144],"next\u2011generation":[146],"voice":[147],"authentication":[148],"applications.":[149]},"counts_by_year":[],"updated_date":"2026-10-27T15:51:10.671819","created_date":"2025-10-10T00:00:00"}
