{"id":"https://openalex.org/W4392909553","doi":"https://doi.org/10.1109/icassp48485.2024.10447952","title":"Class-Incremental Learning for Multi-Label Audio Classification","display_name":"Class-Incremental Learning for Multi-Label Audio Classification","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392909553","doi":"https://doi.org/10.1109/icassp48485.2024.10447952"},"language":"en","primary_location":{"id":"doi:10.1109/icassp48485.2024.10447952","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10447952","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 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/A5053990884","display_name":"Manjunath Mulimani","orcid":"https://orcid.org/0000-0001-9927-1123"},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Manjunath Mulimani","raw_affiliation_strings":["Tampere University,Computing Sciences,Tampere,Finland","Computing Sciences, Tampere University, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Tampere University,Computing Sciences,Tampere,Finland","institution_ids":["https://openalex.org/I166825849"]},{"raw_affiliation_string":"Computing Sciences, Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079981416","display_name":"Annamaria Mesaros","orcid":"https://orcid.org/0000-0002-6640-9752"},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Annamaria Mesaros","raw_affiliation_strings":["Tampere University,Computing Sciences,Tampere,Finland","Computing Sciences, Tampere University, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Tampere University,Computing Sciences,Tampere,Finland","institution_ids":["https://openalex.org/I166825849"]},{"raw_affiliation_string":"Computing Sciences, Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5053990884"],"corresponding_institution_ids":["https://openalex.org/I166825849"],"apc_list":null,"apc_paid":null,"fwci":7.2431,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.97896131,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"916","last_page":"920"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9725000262260437,"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/T11309","display_name":"Music and Audio Processing","score":0.9725000262260437,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9146999716758728,"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/computer-science","display_name":"Computer science","score":0.7596306800842285},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.6662122011184692},{"id":"https://openalex.org/keywords/multi-label-classification","display_name":"Multi-label classification","score":0.6121244430541992},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5333321690559387},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.382605642080307},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36780279874801636}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7596306800842285},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6662122011184692},{"id":"https://openalex.org/C2776482837","wikidata":"https://www.wikidata.org/wiki/Q3553958","display_name":"Multi-label classification","level":2,"score":0.6121244430541992},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5333321690559387},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.382605642080307},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36780279874801636}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp48485.2024.10447952","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10447952","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.550000011920929,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321108","display_name":"Academy of Finland","ror":"https://ror.org/05k73zm37"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W569478347","https://openalex.org/W2473930607","https://openalex.org/W2788388592","https://openalex.org/W2939137134","https://openalex.org/W2948734064","https://openalex.org/W2964189064","https://openalex.org/W3094550259","https://openalex.org/W3144281354","https://openalex.org/W3160262112","https://openalex.org/W3162999565","https://openalex.org/W3174852108","https://openalex.org/W3207487421","https://openalex.org/W3216968833","https://openalex.org/W4295883599","https://openalex.org/W4308947931","https://openalex.org/W4312301875","https://openalex.org/W4312309344","https://openalex.org/W4312923322","https://openalex.org/W4385805029","https://openalex.org/W6726497184","https://openalex.org/W6741087337","https://openalex.org/W6850731298"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,44],"propose":[4,45],"a":[5,16,46,66,82],"method":[6,126],"for":[7,14,112],"class-incremental":[8],"learning":[9],"of":[10,18,33,58,101,119,131,169],"potentially":[11],"overlapping":[12],"sounds":[13],"solving":[15],"sequence":[17],"multi-label":[19,113],"audio":[20],"classification":[21,91,114],"tasks.":[22],"We":[23],"design":[24],"an":[25,89,128],"incremental":[26,99,158],"learner":[27],"that":[28,51,71],"learns":[29],"new":[30],"classes":[31,96,103,120],"independently":[32],"the":[34,41,55,108,116,134,166],"old":[35,42],"classes.":[36,153],"To":[37],"preserve":[38],"knowledge":[39],"about":[40],"classes,":[43,87,145],"cosine":[47],"similarity-based":[48],"distillation":[49,69],"loss":[50,70],"minimizes":[52,72],"discrepancy":[53,73],"in":[54,74,140,148],"feature":[56],"representations":[57],"subsequent":[59],"learners,":[60],"and":[61,97],"use":[62],"it":[63],"along":[64],"with":[65,84,88,115],"Kullback-Leibler":[67],"divergence-based":[68],"their":[75],"respective":[76],"outputs.":[77],"Experiments":[78],"are":[79],"performed":[80],"on":[81,143,151],"dataset":[83],"50":[85,152],"sound":[86],"initial":[90,167],"task":[92],"containing":[93],"30":[94,144],"base":[95],"4":[98,150],"phases":[100,159],"5":[102],"each.":[104],"After":[105],"each":[106],"phase,":[107],"system":[109],"is":[110,160],"tested":[111],"entire":[117],"set":[118],"learned":[121],"so":[122],"far.":[123],"The":[124],"proposed":[125],"obtains":[127],"average":[129],"F1-score":[130,168],"40.9%":[132],"over":[133,157],"five":[135],"phases,":[136],"ranging":[137],"from":[138,165],"45.2%":[139],"phase":[141,149],"0":[142],"to":[146],"36.3%":[147],"Average":[154],"performance":[155],"degradation":[156],"only":[161],"0.7":[162],"percentage":[163],"points":[164],"45.2%.":[170]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":4}],"updated_date":"2026-04-23T09:07:50.710637","created_date":"2025-10-10T00:00:00"}