{"id":"https://openalex.org/W3161651274","doi":"https://doi.org/10.1109/icassp39728.2021.9413956","title":"One Shot Learning for Speech Separation","display_name":"One Shot Learning for Speech Separation","publication_year":2021,"publication_date":"2021-05-13","ids":{"openalex":"https://openalex.org/W3161651274","doi":"https://doi.org/10.1109/icassp39728.2021.9413956","mag":"3161651274"},"language":"en","primary_location":{"id":"doi:10.1109/icassp39728.2021.9413956","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp39728.2021.9413956","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5078327190","display_name":"Yuan-Kuei Wu","orcid":"https://orcid.org/0000-0002-3044-8709"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Yuan-Kuei Wu","raw_affiliation_strings":["National Taiwan University,Graduate Institute of Communication Engineering","Graduate Institute of Communication Engineering, National Taiwan University"],"affiliations":[{"raw_affiliation_string":"National Taiwan University,Graduate Institute of Communication Engineering","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"Graduate Institute of Communication Engineering, National Taiwan University","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103339163","display_name":"Kuan-Po Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Kuan-Po Huang","raw_affiliation_strings":["National Taiwan University,Graduate Institute of Computer Science and Information Engineering","Graduate Institute of Computer Science and Information Engineering, National Taiwan University"],"affiliations":[{"raw_affiliation_string":"National Taiwan University,Graduate Institute of Computer Science and Information Engineering","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"Graduate Institute of Computer Science and Information Engineering, National Taiwan University","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044008055","display_name":"Yu Tsao","orcid":"https://orcid.org/0000-0001-6956-0418"},"institutions":[{"id":"https://openalex.org/I4210086894","display_name":"Research Center for Information Technology Innovation, Academia Sinica","ror":"https://ror.org/000zgvm20","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210086894","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu Tsao","raw_affiliation_strings":["Academia Sinica,Research Center for Information Technology Innovation","Research Center for Information Technology Innovation, Academia Sinica"],"affiliations":[{"raw_affiliation_string":"Academia Sinica,Research Center for Information Technology Innovation","institution_ids":["https://openalex.org/I4210086894"]},{"raw_affiliation_string":"Research Center for Information Technology Innovation, Academia Sinica","institution_ids":["https://openalex.org/I4210086894"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040508737","display_name":"Hung-yi Lee","orcid":"https://orcid.org/0000-0002-9654-5747"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hung-yi Lee","raw_affiliation_strings":["National Taiwan University,Graduate Institute of Communication Engineering","Graduate Institute of Communication Engineering, National Taiwan University"],"affiliations":[{"raw_affiliation_string":"National Taiwan University,Graduate Institute of Communication Engineering","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"Graduate Institute of Communication Engineering, National Taiwan University","institution_ids":["https://openalex.org/I16733864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5078327190"],"corresponding_institution_ids":["https://openalex.org/I16733864"],"apc_list":null,"apc_paid":null,"fwci":1.0665,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.76247465,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"5769","last_page":"5773"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech 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"}},"topics":[{"id":"https://openalex.org/T10860","display_name":"Speech 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":0.9997000098228455,"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":0.9988999962806702,"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/computer-science","display_name":"Computer science","score":0.8192193508148193},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.791398286819458},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.5989627242088318},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5692837834358215},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5522895455360413},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5131288170814514},{"id":"https://openalex.org/keywords/source-separation","display_name":"Source separation","score":0.4947776198387146},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4633766710758209},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.43765944242477417},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.43512922525405884},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41249412298202515},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08814746141433716}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8192193508148193},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.791398286819458},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.5989627242088318},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5692837834358215},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5522895455360413},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5131288170814514},{"id":"https://openalex.org/C2776864781","wikidata":"https://www.wikidata.org/wiki/Q52617913","display_name":"Source separation","level":2,"score":0.4947776198387146},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4633766710758209},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.43765944242477417},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.43512922525405884},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41249412298202515},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08814746141433716},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp39728.2021.9413956","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp39728.2021.9413956","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1494198834","https://openalex.org/W2024490156","https://openalex.org/W2127851351","https://openalex.org/W2219249508","https://openalex.org/W2472819217","https://openalex.org/W2527729766","https://openalex.org/W2601450892","https://openalex.org/W2604763608","https://openalex.org/W2633221078","https://openalex.org/W2734774145","https://openalex.org/W2804580284","https://openalex.org/W2888541716","https://openalex.org/W2952218014","https://openalex.org/W2963088995","https://openalex.org/W2963288281","https://openalex.org/W2963341924","https://openalex.org/W2963943197","https://openalex.org/W2964105864","https://openalex.org/W2964112702","https://openalex.org/W2964588180","https://openalex.org/W2989143494","https://openalex.org/W2995049146","https://openalex.org/W3015199127","https://openalex.org/W3015585292","https://openalex.org/W3022526310","https://openalex.org/W3035268204","https://openalex.org/W3035268246","https://openalex.org/W3096251052","https://openalex.org/W3099330747","https://openalex.org/W3100609281","https://openalex.org/W3185109982","https://openalex.org/W6688816777","https://openalex.org/W6717697761","https://openalex.org/W6720057410","https://openalex.org/W6727697161","https://openalex.org/W6735236233","https://openalex.org/W6736057607","https://openalex.org/W6753311412","https://openalex.org/W6768532476","https://openalex.org/W6774687970","https://openalex.org/W6774995033"],"related_works":["https://openalex.org/W3204184292","https://openalex.org/W3176564347","https://openalex.org/W1985458517","https://openalex.org/W2355833770","https://openalex.org/W3031039437","https://openalex.org/W3095877357","https://openalex.org/W183202219","https://openalex.org/W10861731","https://openalex.org/W2072565696","https://openalex.org/W2050451745"],"abstract_inverted_index":{"Despite":[0],"the":[1,33,106,112,116,119],"recent":[2],"success":[3],"of":[4,18,95],"speech":[5,34],"separation":[6,35],"models,":[7],"they":[8],"fail":[9],"to":[10,29,32,39,48,76,91],"separate":[11],"sources":[12],"properly":[13],"while":[14,115],"facing":[15],"different":[16],"sets":[17],"people":[19],"or":[20],"noisy":[21,99],"environments.":[22,100],"To":[23],"tackle":[24],"this":[25,61,78],"problem,":[26],"we":[27,63,102],"proposed":[28],"apply":[30],"meta-learning":[31],"task.":[36],"We":[37],"aimed":[38],"find":[40],"a":[41,92],"meta-initialization":[42],"model,":[43],"which":[44],"can":[45,87],"quickly":[46],"adapt":[47,88],"new":[49,93],"speakers":[50,96],"by":[51,57],"seeing":[52],"only":[53,90],"one":[54],"mixture":[55],"generated":[56],"those":[58],"people.":[59],"In":[60],"paper,":[62],"use":[64],"model-agnostic":[65],"meta-learning(MAML)":[66],"algorithm":[67,73],"and":[68,108],"almost":[69],"no":[70],"inner":[71],"loop(ANIL)":[72],"in":[74],"Conv-TasNet":[75],"achieve":[77],"goal.":[79],"The":[80],"experiment":[81],"results":[82],"show":[83],"that":[84,105],"our":[85],"model":[86],"not":[89],"set":[94],"but":[97],"also":[98],"Furthermore,":[101],"found":[103],"out":[104],"encoder":[107],"decoder":[109],"serve":[110],"as":[111],"feature-reuse":[113],"layers,":[114],"separator":[117],"is":[118],"task-specific":[120],"module.":[121]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
