{"id":"https://openalex.org/W2809520515","doi":"https://doi.org/10.3837/tiis.2018.10.017","title":"An Adaptation Method in Noise Mismatch Conditions for DNN-based Speech Enhancement","display_name":"An Adaptation Method in Noise Mismatch Conditions for DNN-based Speech Enhancement","publication_year":2018,"publication_date":"2018-10-31","ids":{"openalex":"https://openalex.org/W2809520515","doi":"https://doi.org/10.3837/tiis.2018.10.017","mag":"2809520515"},"language":"en","primary_location":{"id":"doi:10.3837/tiis.2018.10.017","doi":"https://doi.org/10.3837/tiis.2018.10.017","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2018.10.017","pdf_url":"http://itiis.org/digital-library/manuscript/file/21901/TIISVol12No10-17.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","kci-registered","norway-1","poland-20","russia-white-list-3"],"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"},"parent_works":[],"lineage":["https://openalex.org/W2809520515"],"child_works_count":0,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"http://itiis.org/digital-library/manuscript/file/21901/TIISVol12No10-17.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Xu Si-Ying","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xu Si-Ying","raw_affiliation_strings":["National Digital Switching System Engineering & Technological R&D Center P.R., China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Digital Switching System Engineering & Technological R&D Center P.R., China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Niu Tong","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Niu Tong","raw_affiliation_strings":["National Digital Switching System Engineering & Technological R&D Center P.R., China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Digital Switching System Engineering & Technological R&D Center P.R., China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001488518","display_name":"Dan Qu","orcid":"https://orcid.org/0000-0001-9917-7794","observed_orcids":["https://orcid.org/0000-0001-9917-7794"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qu Dan","raw_affiliation_strings":["National Digital Switching System Engineering & Technological R&D Center P.R., China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Digital Switching System Engineering & Technological R&D Center P.R., China","institution_ids":[]}]},{"author_position":"last","author":{"id":null,"display_name":"Long Xing-Yan","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Long Xing-Yan","raw_affiliation_strings":["National Digital Switching System Engineering & Technological R&D Center P.R., China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Digital Switching System Engineering & Technological R&D Center P.R., China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1643,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.43966533,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":93},"biblio":{"volume":"12","issue":"10","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9990000128746033,"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/T10860","display_name":"Speech and Audio Processing","score":0.9990000128746033,"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":0.000699999975040555,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/speech-enhancement","display_name":"speech enhancement","score":0.9390000104904175},{"id":"https://openalex.org/keywords/noise-aware-training","display_name":"noise-aware training","score":0.6399999856948853},{"id":"https://openalex.org/keywords/i-vectors","display_name":"i-vectors","score":0.8790000081062317},{"id":"https://openalex.org/keywords/tikhonov-regularization","display_name":"Tikhonov regularization","score":0.9229999780654907},{"id":"https://openalex.org/keywords/small-adaptation-data","display_name":"small adaptation data","score":0.6690000295639038}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9191752076148987},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6634930968284607},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.647793173789978},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.6131012439727783},{"id":"https://openalex.org/C2776182073","wikidata":"https://www.wikidata.org/wiki/Q7575395","display_name":"Speech enhancement","level":3,"score":0.5671852231025696},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2870883345603943},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.22093147039413452},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3837/tiis.2018.10.017","doi":"https://doi.org/10.3837/tiis.2018.10.017","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2018.10.017","pdf_url":"http://itiis.org/digital-library/manuscript/file/21901/TIISVol12No10-17.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","kci-registered","norway-1","poland-20","russia-white-list-3"],"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3837/tiis.2018.10.017","doi":"https://doi.org/10.3837/tiis.2018.10.017","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2018.10.017","pdf_url":"http://itiis.org/digital-library/manuscript/file/21901/TIISVol12No10-17.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","kci-registered","norway-1","poland-20","russia-white-list-3"],"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2809520515.pdf","grobid_xml":"https://content.openalex.org/works/W2809520515.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W5151113","https://openalex.org/W17156489","https://openalex.org/W104438260","https://openalex.org/W160800111","https://openalex.org/W1495679096","https://openalex.org/W1552314771","https://openalex.org/W1589987009","https://openalex.org/W1904365287","https://openalex.org/W1950117310","https://openalex.org/W1963950237","https://openalex.org/W1963970749","https://openalex.org/W1974387177","https://openalex.org/W1977775600","https://openalex.org/W1979099822","https://openalex.org/W1989549063","https://openalex.org/W1993409002","https://openalex.org/W1995536493","https://openalex.org/W2010023285","https://openalex.org/W2044002329","https://openalex.org/W2062164080","https://openalex.org/W2069681747","https://openalex.org/W2079623482","https://openalex.org/W2087126002","https://openalex.org/W2090320273","https://openalex.org/W2090861223","https://openalex.org/W2094721231","https://openalex.org/W2109349638","https://openalex.org/W2117305059","https://openalex.org/W2117824967","https://openalex.org/W2122825543","https://openalex.org/W2126597753","https://openalex.org/W2126942983","https://openalex.org/W2128653836","https://openalex.org/W2130037349","https://openalex.org/W2135046866","https://openalex.org/W2137075158","https://openalex.org/W2141998673","https://openalex.org/W2146502635","https://openalex.org/W2146635662","https://openalex.org/W2150769028","https://openalex.org/W2155445312","https://openalex.org/W2160306971","https://openalex.org/W2162042984","https://openalex.org/W2396130155","https://openalex.org/W2405774341","https://openalex.org/W2547411571","https://openalex.org/W4231109964","https://openalex.org/W4233392025"],"related_works":["https://openalex.org/W2403766732","https://openalex.org/W4283319344","https://openalex.org/W3015893539","https://openalex.org/W2898940603","https://openalex.org/W2973220283","https://openalex.org/W3097844835","https://openalex.org/W2797110164","https://openalex.org/W2687223163","https://openalex.org/W2946729987","https://openalex.org/W3164223074"],"abstract_inverted_index":{"The":[0],"deep":[1,50],"learning":[2],"based":[3],"speech":[4],"enhancement":[5],"has":[6,107],"shown":[7],"considerable":[8],"success.However,":[9],"it":[10],"still":[11],"suffers":[12],"performance":[13,28],"degradation":[14],"under":[15,29],"mismatch":[16,31],"conditions.In":[17],"this":[18],"paper,":[19],"an":[20],"adaptation":[21,65],"method":[22,106],"is":[23,70],"proposed":[24,105],"to":[25,48,86,89],"improve":[26],"the":[27,57,67,83,90,104,122],"noise":[30,36,99],"conditions.Firstly,":[32],"we":[33],"advise":[34],"a":[35,61,78],"aware":[37],"training":[38],"by":[39,72],"supplying":[40],"identity":[41],"vectors":[42],"(i-vectors)":[43],"as":[44],"parallel":[45],"input":[46],"features":[47],"adapt":[49],"neural":[51],"network":[52],"(DNN)":[53],"acoustic":[54],"models":[55],"with":[56],"target":[58],"noise.Secondly,":[59],"given":[60],"small":[62],"amount":[63],"of":[64,111],"data,":[66],"noise-dependent":[68],"DNN":[69],"obtained":[71],"using":[73],"L":[74],"2":[75],"regularization":[76],"from":[77],"noise-independent":[79],"DNN,":[80],"and":[81,100,103,113,119],"forcing":[82],"estimated":[84],"masks":[85],"be":[87],"close":[88],"unadapted":[91],"condition.Finally,":[92],"experiments":[93],"were":[94],"carried":[95],"out":[96],"on":[97],"different":[98],"SNR":[101],"conditions,":[102],"achieved":[108],"significantly":[109],"0.1%-9.6%benefits":[110],"STOI,":[112],"provided":[114],"consistent":[115],"improvement":[116],"in":[117],"PESQ":[118],"segSNR":[120],"against":[121],"baseline":[123],"systems.":[124]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2018-06-29T00:00:00"}
