{"id":"https://openalex.org/W3210740416","doi":"https://doi.org/10.1109/icsipa52582.2021.9576789","title":"Monaural Speech Enhancement using Deep Neural Network with Cross-Speech Dataset","display_name":"Monaural Speech Enhancement using Deep Neural Network with Cross-Speech Dataset","publication_year":2021,"publication_date":"2021-09-13","ids":{"openalex":"https://openalex.org/W3210740416","doi":"https://doi.org/10.1109/icsipa52582.2021.9576789","mag":"3210740416"},"language":"en","primary_location":{"id":"doi:10.1109/icsipa52582.2021.9576789","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsipa52582.2021.9576789","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Signal and Image Processing Applications (ICSIPA)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043674973","display_name":"Norezmi Jamal","orcid":"https://orcid.org/0009-0008-1364-7029"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Norezmi Jamal","raw_affiliation_strings":["Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia, Johor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia, Johor, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102932142","display_name":"N. Fuad","orcid":"https://orcid.org/0000-0002-5445-2534"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Norfaiza Fuad","raw_affiliation_strings":["Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia, Johor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical and Electronic Engineering, Universiti Tun Hussein Onn Malaysia, Johor, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038756596","display_name":"Shahnoor Shanta","orcid":"https://orcid.org/0000-0002-6083-3499"},"institutions":[{"id":"https://openalex.org/I126193024","display_name":"London Metropolitan University","ror":"https://ror.org/00ae33288","country_code":"GB","type":"education","lineage":["https://openalex.org/I126193024"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shahnoor Shanta","raw_affiliation_strings":["School of Computing and Digital Media, London Metropolitan University, London, United Kingdom"],"affiliations":[{"raw_affiliation_string":"School of Computing and Digital Media, London Metropolitan University, London, United Kingdom","institution_ids":["https://openalex.org/I126193024"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101620183","display_name":"Mohd Nurul Al-Hafiz Sha'abani","orcid":"https://orcid.org/0000-0002-1801-1424"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohd Nurul Al-Hafiz Sha'abani","raw_affiliation_strings":["Centre for Diploma Studies, Universiti Tun Hussein Onn Malaysia, Johor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Centre for Diploma Studies, Universiti Tun Hussein Onn Malaysia, Johor, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5043674973"],"corresponding_institution_ids":["https://openalex.org/I930072361"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1464503,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":null,"first_page":"44","last_page":"49"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":1.0,"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":1.0,"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/T11233","display_name":"Advanced Adaptive Filtering Techniques","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9973999857902527,"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/monaural","display_name":"Monaural","score":0.8503344058990479},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8167715072631836},{"id":"https://openalex.org/keywords/speech-enhancement","display_name":"Speech enhancement","score":0.8098112344741821},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.7202749252319336},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5434795022010803},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5141282677650452},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.46694982051849365},{"id":"https://openalex.org/keywords/speech-processing","display_name":"Speech processing","score":0.45287737250328064},{"id":"https://openalex.org/keywords/session","display_name":"Session (web analytics)","score":0.44531917572021484},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3984224498271942},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.2691762447357178},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0679599940776825}],"concepts":[{"id":"https://openalex.org/C102894143","wikidata":"https://www.wikidata.org/wiki/Q1323979","display_name":"Monaural","level":2,"score":0.8503344058990479},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8167715072631836},{"id":"https://openalex.org/C2776182073","wikidata":"https://www.wikidata.org/wiki/Q7575395","display_name":"Speech enhancement","level":3,"score":0.8098112344741821},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.7202749252319336},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5434795022010803},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5141282677650452},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.46694982051849365},{"id":"https://openalex.org/C61328038","wikidata":"https://www.wikidata.org/wiki/Q3358061","display_name":"Speech processing","level":2,"score":0.45287737250328064},{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.44531917572021484},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3984224498271942},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.2691762447357178},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0679599940776825},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icsipa52582.2021.9576789","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsipa52582.2021.9576789","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Signal and Image Processing Applications (ICSIPA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310112","display_name":"Universiti Tun Hussein Onn Malaysia","ror":"https://ror.org/01c5wha71"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1516630152","https://openalex.org/W1535749512","https://openalex.org/W1576271035","https://openalex.org/W1578856370","https://openalex.org/W2013135134","https://openalex.org/W2069681747","https://openalex.org/W2118945896","https://openalex.org/W2160799648","https://openalex.org/W2618099328","https://openalex.org/W2790760353","https://openalex.org/W2889597349","https://openalex.org/W2889890482","https://openalex.org/W2908073754","https://openalex.org/W2941484407","https://openalex.org/W2980169064","https://openalex.org/W3007563739","https://openalex.org/W3041487835","https://openalex.org/W3049430014","https://openalex.org/W3096013431","https://openalex.org/W3131491790","https://openalex.org/W6785272205"],"related_works":["https://openalex.org/W2538939196","https://openalex.org/W3045520545","https://openalex.org/W2120771489","https://openalex.org/W2051376034","https://openalex.org/W2955597484","https://openalex.org/W3110551121","https://openalex.org/W2126638480","https://openalex.org/W2131486661","https://openalex.org/W2089240210","https://openalex.org/W2161396743"],"abstract_inverted_index":{"Deep":[0],"Neural":[1],"Network":[2],"(DNN)-based":[3],"mask":[4,56,98],"estimation":[5,99],"approach":[6],"is":[7,16,58,137],"an":[8],"emerging":[9],"algorithm":[10,57,125],"in":[11,33,83,119,153],"monaural":[12],"speech":[13,20,29,40,120,135],"enhancement.":[14],"It":[15,42],"used":[17,90],"to":[18,91],"enhance":[19],"signals":[21],"from":[22],"the":[23,38,51,54,62,78,93,96,124,128,132,140,149,154,159],"noisy":[24,39],"background":[25],"by":[26],"calculating":[27],"either":[28],"or":[30],"noise":[31,129],"dominant":[32],"a":[34,59],"particular":[35],"frame":[36],"of":[37,53,61,74,95,134],"signal.":[41],"can":[43],"construct":[44],"complex":[45],"models":[46],"for":[47,77],"nonlinear":[48],"processing.":[49],"However,":[50],"limitation":[52],"DNN-based":[55,97],"generalization":[60],"targeted":[63],"population.":[64],"Past":[65],"research":[66],"works":[67],"focused":[68],"on":[69],"their":[70],"target":[71],"dataset":[72,156],"because":[73],"time":[75],"consumption":[76],"audio":[79],"recording":[80,87],"session.":[81,161],"Thus,":[82],"this":[84],"work,":[85],"different":[86,105,112],"conditions":[88],"were":[89],"study":[92],"performance":[94,122,133],"approach.":[100],"The":[101],"findings":[102],"revealed":[103],"that":[104],"language":[106],"test":[107],"dataset,":[108],"as":[109,111],"well":[110],"conditions,":[113],"may":[114],"not":[115],"give":[116],"large":[117],"impact":[118],"enhancement":[121,136],"since":[123],"only":[126],"learn":[127],"information.":[130],"But,":[131],"promising":[138],"when":[139],"trained":[141],"model":[142],"has":[143],"been":[144],"designed":[145],"properly,":[146],"especially":[147],"given":[148],"less":[150],"sample":[151],"variations":[152],"input":[155],"involved":[157],"during":[158],"training":[160]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}