{"id":"https://openalex.org/W4414789959","doi":"https://doi.org/10.48550/arxiv.2509.20969","title":"SingVERSE: A Diverse, Real-World Benchmark for Singing Voice Enhancement","display_name":"SingVERSE: A Diverse, Real-World Benchmark for Singing Voice Enhancement","publication_year":2025,"publication_date":"2025-09-25","ids":{"openalex":"https://openalex.org/W4414789959","doi":"https://doi.org/10.48550/arxiv.2509.20969"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2509.20969","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2509.20969","pdf_url":"https://arxiv.org/pdf/2509.20969","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2509.20969","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Jiang, Shaohan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiang, Shaohan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Zhang, Junan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Junan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026461715","display_name":"Yunjia Zhang","orcid":"https://orcid.org/0000-0002-8067-3592"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Yunjia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012569671","display_name":"Jing Yang","orcid":"https://orcid.org/0000-0001-7372-0197"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Jing","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100366830","display_name":"Fan Fan","orcid":"https://orcid.org/0000-0001-6068-9493"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fan, Fan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5102765381","display_name":"Zhizheng Wu","orcid":"https://orcid.org/0009-0001-1192-9857"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wu, Zhizheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"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":0.9977999925613403,"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":0.9977999925613403,"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":0.9484999775886536,"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/T11309","display_name":"Music and Audio Processing","score":0.9064000248908997,"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/benchmark","display_name":"Benchmark (surveying)","score":0.8842999935150146},{"id":"https://openalex.org/keywords/singing","display_name":"Singing","score":0.8281000256538391},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4408000111579895},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.4343000054359436},{"id":"https://openalex.org/keywords/speech-enhancement","display_name":"Speech enhancement","score":0.4140999913215637},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.3939000070095062},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.37299999594688416}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.8842999935150146},{"id":"https://openalex.org/C44819458","wikidata":"https://www.wikidata.org/wiki/Q27939","display_name":"Singing","level":2,"score":0.8281000256538391},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6992999911308289},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.48669999837875366},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4408000111579895},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.4343000054359436},{"id":"https://openalex.org/C2776182073","wikidata":"https://www.wikidata.org/wiki/Q7575395","display_name":"Speech enhancement","level":3,"score":0.4140999913215637},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.3939000070095062},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.37299999594688416},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.3321000039577484},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.31450000405311584},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29989999532699585},{"id":"https://openalex.org/C173988693","wikidata":"https://www.wikidata.org/wiki/Q678132","display_name":"Phonation","level":2,"score":0.28119999170303345},{"id":"https://openalex.org/C2909265923","wikidata":"https://www.wikidata.org/wiki/Q106776480","display_name":"Voice Training","level":2,"score":0.2734000086784363},{"id":"https://openalex.org/C20766975","wikidata":"https://www.wikidata.org/wiki/Q7390","display_name":"Human voice","level":2,"score":0.2720000147819519},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.2720000147819519},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2574999928474426},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.25189998745918274}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2509.20969","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2509.20969","pdf_url":"https://arxiv.org/pdf/2509.20969","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2509.20969","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2509.20969","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2509.20969","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2509.20969","pdf_url":"https://arxiv.org/pdf/2509.20969","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0,94],"paper":[1,29],"presents":[2],"a":[3,54,62,88,99],"benchmark":[4,35,101],"for":[5,36],"singing":[6,12,37,77],"voice":[7,13,38],"enhancement.":[8],"The":[9],"development":[10],"of":[11,20,57],"enhancement":[14,81],"is":[15],"limited":[16],"by":[17],"the":[18,32,97],"lack":[19],"realistic":[21],"evaluation":[22,56],"data.":[23],"To":[24],"address":[25],"this":[26,28,111],"gap,":[27],"introduces":[30],"SingVERSE,":[31,51],"first":[33],"real-world":[34],"enhancement,":[39],"covering":[40],"diverse":[41],"acoustic":[42],"scenarios":[43],"and":[44,60,68],"providing":[45],"paired,":[46],"studio-quality":[47],"clean":[48],"references.":[49],"Leveraging":[50],"we":[52,71],"conduct":[53],"comprehensive":[55],"state-of-the-art":[58],"models":[59],"uncover":[61],"consistent":[63],"trade-off":[64],"between":[65],"perceptual":[66],"quality":[67],"intelligibility.":[69],"Finally,":[70],"show":[72],"that":[73],"training":[74],"on":[75],"in-domain":[76],"data":[78],"substantially":[79],"improves":[80],"performance":[82],"without":[83],"degrading":[84],"speech":[85],"capabilities,":[86],"establishing":[87],"simple":[89],"yet":[90],"effective":[91],"path":[92],"forward.":[93],"work":[95],"offers":[96],"community":[98],"foundational":[100],"together":[102],"with":[103],"critical":[104],"insights":[105],"to":[106],"guide":[107],"future":[108],"advances":[109],"in":[110],"underexplored":[112],"domain.":[113],"Demopage:":[114],"https://singverse.github.io":[115]},"counts_by_year":[],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2025-10-10T00:00:00"}