{"id":"https://openalex.org/W3041080908","doi":"https://doi.org/10.1145/3404716.3404718","title":"G-RNN-GAN for Singing Voice Separation","display_name":"G-RNN-GAN for Singing Voice Separation","publication_year":2020,"publication_date":"2020-05-28","ids":{"openalex":"https://openalex.org/W3041080908","doi":"https://doi.org/10.1145/3404716.3404718","mag":"3041080908"},"language":"en","primary_location":{"id":"doi:10.1145/3404716.3404718","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3404716.3404718","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 5th International Conference on Multimedia Systems and Signal Processing","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100323444","display_name":"Hui Zhang","orcid":"https://orcid.org/0000-0002-3990-1792"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Zhang","raw_affiliation_strings":["Ocean University of China, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069101856","display_name":"Niannao Xiao","orcid":null},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Niannao Xiao","raw_affiliation_strings":["Ocean University of China, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064641785","display_name":"Peishun Liu","orcid":"https://orcid.org/0000-0002-7746-8061"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peishun Liu","raw_affiliation_strings":["Ocean University of China, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110025554","display_name":"Zhicheng Wang","orcid":"https://orcid.org/0000-0002-2232-4298"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhicheng Wang","raw_affiliation_strings":["Ocean University of China, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030275496","display_name":"Ruichun Tang","orcid":"https://orcid.org/0000-0002-6186-561X"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruichun Tang","raw_affiliation_strings":["Ocean University of China, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I59028903"],"apc_list":null,"apc_paid":null,"fwci":0.3286,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.47218453,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"69","last_page":"73"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech 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/T10860","display_name":"Speech 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/T11309","display_name":"Music 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":0.9988999962806702,"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/singing","display_name":"Singing","score":0.8027123212814331},{"id":"https://openalex.org/keywords/discriminator","display_name":"Discriminator","score":0.7426638603210449},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7263334393501282},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.706824004650116},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.6662495732307434},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.6424243450164795},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.47837820649147034},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4253217577934265},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35234302282333374},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.20661050081253052},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.16789478063583374},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.15926897525787354},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.07896342873573303}],"concepts":[{"id":"https://openalex.org/C44819458","wikidata":"https://www.wikidata.org/wiki/Q27939","display_name":"Singing","level":2,"score":0.8027123212814331},{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.7426638603210449},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7263334393501282},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.706824004650116},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6662495732307434},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.6424243450164795},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.47837820649147034},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4253217577934265},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35234302282333374},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.20661050081253052},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.16789478063583374},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.15926897525787354},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.07896342873573303},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3404716.3404718","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3404716.3404718","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 5th International Conference on Multimedia Systems and Signal Processing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.7099999785423279,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W189850294","https://openalex.org/W1501738425","https://openalex.org/W1931432374","https://openalex.org/W2123649031","https://openalex.org/W2124539664","https://openalex.org/W2125389028","https://openalex.org/W2146589072","https://openalex.org/W2341341235","https://openalex.org/W2516392987","https://openalex.org/W2559110679","https://openalex.org/W2798714868","https://openalex.org/W2811274979","https://openalex.org/W2900578196","https://openalex.org/W2963204961","https://openalex.org/W2963341071","https://openalex.org/W3100035194"],"related_works":["https://openalex.org/W3110074278","https://openalex.org/W2953246223","https://openalex.org/W4293320219","https://openalex.org/W4283584549","https://openalex.org/W2618858825","https://openalex.org/W2554314924","https://openalex.org/W2998859928","https://openalex.org/W3151498616","https://openalex.org/W4381885966","https://openalex.org/W4288256692"],"abstract_inverted_index":{"Singing":[0],"voice":[1,26,89,94],"separation":[2,45],"is":[3,83],"required":[4],"for":[5],"many":[6],"applications":[7],"such":[8],"as":[9,85],"interactive":[10],"music":[11,19,23,70],"players,":[12],"MIR":[13],"(Music":[14],"Information":[15],"Retrieval),":[16],"etc.":[17],"Mixed":[18],"including":[20],"both":[21],"background":[22],"and":[24,40,92,130,134,136],"human":[25,65],"which":[27],"can":[28,102,112],"be":[29,61,103],"used":[30,56],"in":[31,57,71,78,114],"different":[32],"areas.":[33],"We":[34],"propose":[35],"a":[36,139],"network":[37,101,111],"combining":[38],"RNN":[39,55],"GAN":[41],"to":[42],"improve":[43],"the":[44,58,72,76,86,100,126],"performance":[46],"of":[47,54,88,128,142],"singing":[48,66],"voice,":[49],"named":[50],"G-RNN-GAN.":[51],"The":[52,80,96],"importance":[53],"generator":[59],"also":[60],"demonstrated.":[62],"By":[63],"generating":[64],"voices":[67],"from":[68],"mixed":[69],"generator,":[73],"we":[74],"discriminate":[75],"output":[77],"discriminator.":[79],"loss":[81,91],"function":[82],"defined":[84],"sum":[87],"adversarial":[90],"conditional":[93],"loss.":[95],"latter":[97],"guarantees":[98],"that":[99,109,125],"fitted":[104],"properly.":[105],"Experimental":[106],"results":[107],"show":[108,124],"our":[110],"converge":[113],"less":[115],"than":[116],"30":[117],"minutes.":[118],"Experiments":[119],"on":[120],"MIR-1K":[121],"data":[122],"set":[123],"values":[127],"GNSDR":[129],"GSAR":[131],"reach":[132],"8.232":[133],"9.605":[135],"GSIR":[137],"has":[138],"high":[140],"value":[141],"14.798.":[143]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
