{"id":"https://openalex.org/W3025164671","doi":"https://doi.org/10.21437/interspeech.2020-3194","title":"Augmenting Generative Adversarial Networks for Speech Emotion Recognition","display_name":"Augmenting Generative Adversarial Networks for Speech Emotion Recognition","publication_year":2020,"publication_date":"2020-10-25","ids":{"openalex":"https://openalex.org/W3025164671","doi":"https://doi.org/10.21437/interspeech.2020-3194","mag":"3025164671"},"language":"en","primary_location":{"id":"doi:10.21437/interspeech.2020-3194","is_oa":false,"landing_page_url":"https://doi.org/10.21437/interspeech.2020-3194","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interspeech 2020","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2005.08447","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047197696","display_name":"Siddique Latif","orcid":"https://orcid.org/0000-0001-5662-4777"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Siddique Latif","raw_affiliation_strings":["[University of Southern Queensland]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"[University of Southern Queensland]","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031989062","display_name":"Muhammad Asim","orcid":"https://orcid.org/0000-0002-6423-9809"},"institutions":[{"id":"https://openalex.org/I1323252656","display_name":"Information Technology University","ror":"https://ror.org/00ngv8j44","country_code":"PK","type":"education","lineage":["https://openalex.org/I1323252656"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Asim","raw_affiliation_strings":["Information Technology University, Lahore, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Technology University, Lahore, Pakistan","institution_ids":["https://openalex.org/I1323252656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080929578","display_name":"Rajib Rana","orcid":"https://orcid.org/0000-0002-0506-2409"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rajib Rana","raw_affiliation_strings":["University of Southern Queensland, Toowoomba, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern Queensland, Toowoomba, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064983246","display_name":"Sara Khalifa","orcid":"https://orcid.org/0000-0002-3417-2834"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I4210101388","display_name":"Health Sciences and Nutrition","ror":"https://ror.org/0152bt112","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210101388","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sara Khalifa","raw_affiliation_strings":["Commonwealth Scientific and Industrial Research Organisation, Canberra, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Commonwealth Scientific and Industrial Research Organisation, Canberra, Australia","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I4210101388"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088135082","display_name":"Raja Jurdak","orcid":"https://orcid.org/0000-0001-7517-0782"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Raja Jurdak","raw_affiliation_strings":["Queensland University of Technology, Brisbane, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Queensland University of Technology, Brisbane, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043060302","display_name":"Bj\u00f6rn W. Schuller","orcid":"https://orcid.org/0000-0002-6478-8699"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Bj\u00f6rn W. Schuller","raw_affiliation_strings":["Imperial College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"521","last_page":"525"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9991999864578247,"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":0.9991999864578247,"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":0.9988999962806702,"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"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/unavailability","display_name":"Unavailability","score":0.8864712715148926},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7577940225601196},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.7243123054504395},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.6876047849655151},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6451913118362427},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.5986307263374329},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.5931039452552795},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5752590298652649},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5378848910331726},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5020451545715332},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.49809861183166504},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4677847623825073},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41698166728019714},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3711181879043579},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.36765599250793457},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07275009155273438},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.058229297399520874},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.05640226602554321}],"concepts":[{"id":"https://openalex.org/C2780505938","wikidata":"https://www.wikidata.org/wiki/Q17093282","display_name":"Unavailability","level":2,"score":0.8864712715148926},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7577940225601196},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7243123054504395},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6876047849655151},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6451913118362427},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.5986307263374329},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.5931039452552795},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5752590298652649},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5378848910331726},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5020451545715332},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.49809861183166504},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4677847623825073},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41698166728019714},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3711181879043579},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.36765599250793457},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07275009155273438},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.058229297399520874},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.05640226602554321},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.21437/interspeech.2020-3194","is_oa":false,"landing_page_url":"https://doi.org/10.21437/interspeech.2020-3194","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interspeech 2020","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2005.08447","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2005.08447","pdf_url":"https://arxiv.org/pdf/2005.08447","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":"pmh:oai:uni-augsburg.opus-bayern.de:90754","is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:bvb:384-opus4-907545","pdf_url":"https://opus.bibliothek.uni-augsburg.de/opus4/files/90754/latif20_interspeech.pdf","source":{"id":"https://openalex.org/S4306400930","display_name":"OPUS (Augsburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119916105","host_organization_name":"Augsburg University","host_organization_lineage":["https://openalex.org/I119916105"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"bookpart"},{"id":"mag:3025164671","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2005.08447","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.2005.08447","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2005.08447","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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:2005.08447","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2005.08447","pdf_url":"https://arxiv.org/pdf/2005.08447","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W204722540","https://openalex.org/W745779314","https://openalex.org/W1921523184","https://openalex.org/W1993436046","https://openalex.org/W2016839396","https://openalex.org/W2090777335","https://openalex.org/W2171029115","https://openalex.org/W2342475039","https://openalex.org/W2608015370","https://openalex.org/W2608338293","https://openalex.org/W2808456396","https://openalex.org/W2888975943","https://openalex.org/W2890002510","https://openalex.org/W2917446798","https://openalex.org/W2922538097","https://openalex.org/W2962686539","https://openalex.org/W2962793481","https://openalex.org/W2963569749","https://openalex.org/W2972602199","https://openalex.org/W2998249245","https://openalex.org/W3015241559","https://openalex.org/W3101240860"],"related_works":["https://openalex.org/W3095666234","https://openalex.org/W3009716751","https://openalex.org/W2983165789","https://openalex.org/W3116986826","https://openalex.org/W3012640291","https://openalex.org/W3035043463","https://openalex.org/W3178902281","https://openalex.org/W3086923691","https://openalex.org/W3109897136","https://openalex.org/W3162840325","https://openalex.org/W3011140723","https://openalex.org/W3202667537","https://openalex.org/W3158587543","https://openalex.org/W3113086066","https://openalex.org/W3019299311","https://openalex.org/W2786512463","https://openalex.org/W3184672723","https://openalex.org/W2084426163","https://openalex.org/W2973042454","https://openalex.org/W3046460324"],"abstract_inverted_index":{"Generative":[0],"adversarial":[1],"networks":[2],"(GANs)":[3],"have":[4],"shown":[5],"potential":[6],"in":[7,50,85,113],"learning":[8,52],"emotional":[9,99],"attributes":[10],"and":[11,53,115],"generating":[12],"new":[13],"data":[14,43,78],"samples.":[15],"However,":[16],"their":[17],"performance":[18,112],"is":[19],"usually":[20],"hindered":[21],"by":[22],"the":[23,41,48,57,60,76,92],"unavailability":[24],"of":[25,59,75],"larger":[26],"speech":[27],"emotion":[28],"recognition":[29],"(SER)":[30],"data.":[31],"In":[32],"this":[33],"work,":[34],"we":[35,63],"propose":[36],"a":[37],"framework":[38,94],"that":[39,91,109],"utilises":[40],"mixup":[42],"augmentation":[44,74],"scheme":[45],"to":[46],"augment":[47],"GAN":[49],"feature":[51,71],"generation.":[54],"To":[55],"show":[56,90],"effectiveness":[58],"proposed":[61,93],"framework,":[62],"present":[64],"results":[65,89],"for":[66],"SER":[67],"on":[68],"(i)":[69],"synthetic":[70,80,107],"vectors,":[72],"(ii)":[73],"training":[77],"with":[79],"features,":[81],"(iii)":[82],"encoded":[83],"features":[84],"compressed":[86,98],"representation.":[87],"Our":[88],"can":[95,105],"effectively":[96],"learn":[97],"representations":[100],"as":[101,103],"well":[102],"it":[104],"generate":[106],"samples":[108],"help":[110],"improve":[111],"within-corpus":[114],"cross-corpus":[116],"evaluation.":[117]},"counts_by_year":[{"year":2021,"cited_by_count":4}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}