{"id":"https://openalex.org/W3015485199","doi":"https://doi.org/10.1109/icassp40776.2020.9053544","title":"Residual Recurrent Neural Network for Speech Enhancement","display_name":"Residual Recurrent Neural Network for Speech Enhancement","publication_year":2020,"publication_date":"2020-04-09","ids":{"openalex":"https://openalex.org/W3015485199","doi":"https://doi.org/10.1109/icassp40776.2020.9053544","mag":"3015485199","pmid":"https://pubmed.ncbi.nlm.nih.gov/33716575"},"language":"en","primary_location":{"id":"doi:10.1109/icassp40776.2020.9053544","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp40776.2020.9053544","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7954533","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072729766","display_name":"Jalal Abdulbaqi","orcid":"https://orcid.org/0000-0003-1329-0775"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jalal Abdulbaqi","raw_affiliation_strings":["Rutgers, the State University of New Jersey, USA","Rutgers, State University of New Jersey, USA"],"affiliations":[{"raw_affiliation_string":"Rutgers, the State University of New Jersey, USA","institution_ids":["https://openalex.org/I102322142"]},{"raw_affiliation_string":"Rutgers, State University of New Jersey, USA","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050492878","display_name":"Yue Gu","orcid":"https://orcid.org/0000-0002-6402-2386"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yue Gu","raw_affiliation_strings":["Rutgers, the State University of New Jersey, USA","Rutgers, State University of New Jersey, USA"],"affiliations":[{"raw_affiliation_string":"Rutgers, the State University of New Jersey, USA","institution_ids":["https://openalex.org/I102322142"]},{"raw_affiliation_string":"Rutgers, State University of New Jersey, USA","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010187139","display_name":"Shuhong Chen","orcid":"https://orcid.org/0000-0002-6120-6358"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shuhong Chen","raw_affiliation_strings":["Rutgers, the State University of New Jersey, USA","Rutgers, State University of New Jersey, USA"],"affiliations":[{"raw_affiliation_string":"Rutgers, the State University of New Jersey, USA","institution_ids":["https://openalex.org/I102322142"]},{"raw_affiliation_string":"Rutgers, State University of New Jersey, USA","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068126329","display_name":"Ivan Marsic","orcid":"https://orcid.org/0000-0002-1033-6865"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ivan Marsic","raw_affiliation_strings":["Rutgers, the State University of New Jersey, USA","Rutgers, State University of New Jersey, USA"],"affiliations":[{"raw_affiliation_string":"Rutgers, the State University of New Jersey, USA","institution_ids":["https://openalex.org/I102322142"]},{"raw_affiliation_string":"Rutgers, State University of New Jersey, USA","institution_ids":["https://openalex.org/I102322142"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5072729766"],"corresponding_institution_ids":["https://openalex.org/I102322142"],"apc_list":null,"apc_paid":null,"fwci":1.5153,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.82639895,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"2020","issue":null,"first_page":"6659","last_page":"6663"},"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/T11309","display_name":"Music and Audio Processing","score":0.9975000023841858,"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":0.995199978351593,"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/residual","display_name":"Residual","score":0.7071073055267334},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.5827403664588928},{"id":"https://openalex.org/keywords/speech-enhancement","display_name":"Speech enhancement","score":0.5770743489265442},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.567651093006134},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5670082569122314},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5144712924957275},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28974229097366333},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.15618017315864563},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.06891986727714539}],"concepts":[{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.7071073055267334},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.5827403664588928},{"id":"https://openalex.org/C2776182073","wikidata":"https://www.wikidata.org/wiki/Q7575395","display_name":"Speech enhancement","level":3,"score":0.5770743489265442},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.567651093006134},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5670082569122314},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5144712924957275},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28974229097366333},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.15618017315864563},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.06891986727714539}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/icassp40776.2020.9053544","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp40776.2020.9053544","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},{"id":"pmid:33716575","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33716575","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing. ICASSP (Conference)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:7954533","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7954533","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc IEEE Int Conf Acoust Speech Signal Process","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:7954533","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7954533","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc IEEE Int Conf Acoust Speech Signal Process","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.49000000953674316,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W1533861849","https://openalex.org/W1677182931","https://openalex.org/W1810943226","https://openalex.org/W1901129140","https://openalex.org/W1983108229","https://openalex.org/W1995536493","https://openalex.org/W1999846783","https://openalex.org/W2044893557","https://openalex.org/W2070126272","https://openalex.org/W2094721231","https://openalex.org/W2098446659","https://openalex.org/W2109349638","https://openalex.org/W2121973264","https://openalex.org/W2125930537","https://openalex.org/W2126942983","https://openalex.org/W2141998673","https://openalex.org/W2149535104","https://openalex.org/W2158291955","https://openalex.org/W2165899180","https://openalex.org/W2402144811","https://openalex.org/W2406737436","https://openalex.org/W2511508976","https://openalex.org/W2519091744","https://openalex.org/W2603567530","https://openalex.org/W2747161606","https://openalex.org/W2765425905","https://openalex.org/W2771034557","https://openalex.org/W2784918340","https://openalex.org/W2802304149","https://openalex.org/W2804690068","https://openalex.org/W2889134433","https://openalex.org/W2914048585","https://openalex.org/W2921144622","https://openalex.org/W2953384591","https://openalex.org/W2963103134","https://openalex.org/W2963341071","https://openalex.org/W2963452667","https://openalex.org/W2963504252","https://openalex.org/W2963828919","https://openalex.org/W2972443522","https://openalex.org/W3100127953","https://openalex.org/W3122318757","https://openalex.org/W3147539069","https://openalex.org/W4253928870","https://openalex.org/W6631943919","https://openalex.org/W6638273328","https://openalex.org/W6639824700","https://openalex.org/W6674722923","https://openalex.org/W6678818196","https://openalex.org/W6713134421","https://openalex.org/W6734878519","https://openalex.org/W6735429107","https://openalex.org/W6751512325","https://openalex.org/W6760327972"],"related_works":["https://openalex.org/W4225394202","https://openalex.org/W4298287631","https://openalex.org/W2953061907","https://openalex.org/W1847088711","https://openalex.org/W3036642985","https://openalex.org/W3032952384","https://openalex.org/W3017902212","https://openalex.org/W2790400419","https://openalex.org/W3096184950","https://openalex.org/W4231424160"],"abstract_inverted_index":{"Most":[0],"current":[1],"speech":[2,61],"enhancement":[3],"models":[4],"use":[5,86],"spectrogram":[6],"features":[7,79],"that":[8,69,103],"require":[9],"an":[10,53,67],"expensive":[11],"transformation":[12],"and":[13,46,95],"result":[14],"in":[15,109],"phase":[16],"information":[17,82],"loss.":[18,83],"Previous":[19],"work":[20],"has":[21],"overcome":[22],"these":[23],"issues":[24],"by":[25,42,76],"using":[26],"convolutional":[27],"networks":[28],"to":[29,89],"learn":[30],"the":[31,78,97],"temporal":[32,74],"correlations":[33],"across":[34],"high-resolution":[35],"waveforms.":[36],"These":[37],"models,":[38],"however,":[39],"are":[40],"limited":[41],"memory-intensive":[43],"dilated":[44],"convolution":[45],"aliasing":[47],"artifacts":[48],"from":[49],"upsampling.":[50],"We":[51],"introduce":[52],"end-to-end":[54],"fully":[55],"recurrent":[56],"neural":[57],"network":[58,64],"for":[59],"single-channel":[60],"enhancement.":[62],"The":[63],"structured":[65],"as":[66],"hourglass-shape":[68],"can":[70],"efficiently":[71],"capture":[72],"long-range":[73],"dependencies":[75],"reducing":[77],"resolution":[80],"without":[81],"Also,":[84],"we":[85],"residual":[87],"connections":[88],"prevent":[90],"gradient":[91],"decay":[92],"over":[93],"layers":[94],"improve":[96],"model":[98,105],"generalization.":[99],"Experimental":[100],"results":[101],"show":[102],"our":[104],"outperforms":[106],"state-of-the-art":[107],"approaches":[108],"six":[110],"quantitative":[111],"evaluation":[112],"metrics.":[113]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}