{"id":"https://openalex.org/W3037008567","doi":"https://doi.org/10.1007/s00521-023-08248-y","title":"Meta-transfer learning for emotion recognition","display_name":"Meta-transfer learning for emotion recognition","publication_year":2023,"publication_date":"2023-01-24","ids":{"openalex":"https://openalex.org/W3037008567","doi":"https://doi.org/10.1007/s00521-023-08248-y","mag":"3037008567"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-023-08248-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-023-08248-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-023-08248-y.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00521-023-08248-y.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053018788","display_name":"Dung Nguyen","orcid":"https://orcid.org/0000-0003-1580-9032"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]},{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Dung Nguyen","raw_affiliation_strings":["School of Food and Agricultural Sciences, The University of Queensland, 5391 Warrego Hwy, Gatton, QLD, 4343, Australia","School of Information Technology, Deakin University, 75 Pigdons Road, Waurn Ponds, VIC, 3216, Australia"],"affiliations":[{"raw_affiliation_string":"School of Food and Agricultural Sciences, The University of Queensland, 5391 Warrego Hwy, Gatton, QLD, 4343, Australia","institution_ids":["https://openalex.org/I165143802"]},{"raw_affiliation_string":"School of Information Technology, Deakin University, 75 Pigdons Road, Waurn Ponds, VIC, 3216, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024634557","display_name":"Duc Thanh Nguyen","orcid":"https://orcid.org/0000-0002-2285-2066"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Duc Thanh Nguyen","raw_affiliation_strings":["School of Food and Agricultural Sciences, The University of Queensland, 5391 Warrego Hwy, Gatton, QLD, 4343, Australia","School of Information Technology, Deakin University, 75 Pigdons Road, Waurn Ponds, VIC, 3216, Australia"],"affiliations":[{"raw_affiliation_string":"School of Food and Agricultural Sciences, The University of Queensland, 5391 Warrego Hwy, Gatton, QLD, 4343, Australia","institution_ids":["https://openalex.org/I165143802"]},{"raw_affiliation_string":"School of Information Technology, Deakin University, 75 Pigdons Road, Waurn Ponds, VIC, 3216, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055128383","display_name":"Sridha Sridharan","orcid":"https://orcid.org/0000-0003-4316-9001"},"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":"Sridha Sridharan","raw_affiliation_strings":["Speech, Audio, Image and Video Technology (SAIVT) Laboratory, Queensland University of Technology, 2 George Street, Brisbane, QLD, 4000, Australia"],"affiliations":[{"raw_affiliation_string":"Speech, Audio, Image and Video Technology (SAIVT) Laboratory, Queensland University of Technology, 2 George Street, Brisbane, QLD, 4000, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083626840","display_name":"Simon Denman","orcid":"https://orcid.org/0000-0002-0983-5480"},"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":"Simon Denman","raw_affiliation_strings":["Speech, Audio, Image and Video Technology (SAIVT) Laboratory, Queensland University of Technology, 2 George Street, Brisbane, QLD, 4000, Australia"],"affiliations":[{"raw_affiliation_string":"Speech, Audio, Image and Video Technology (SAIVT) Laboratory, Queensland University of Technology, 2 George Street, Brisbane, QLD, 4000, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085593383","display_name":"Thanh Thi Nguyen","orcid":"https://orcid.org/0000-0001-9709-1663"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Thanh Thi Nguyen","raw_affiliation_strings":["School of Information Technology, Deakin University, 75 Pigdons Road, Waurn Ponds, VIC, 3216, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, 75 Pigdons Road, Waurn Ponds, VIC, 3216, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000014182","display_name":"David Dean","orcid":"https://orcid.org/0000-0003-1274-9775"},"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":"David Dean","raw_affiliation_strings":["Speech, Audio, Image and Video Technology (SAIVT) Laboratory, Queensland University of Technology, 2 George Street, Brisbane, QLD, 4000, Australia"],"affiliations":[{"raw_affiliation_string":"Speech, Audio, Image and Video Technology (SAIVT) Laboratory, Queensland University of Technology, 2 George Street, Brisbane, QLD, 4000, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034095159","display_name":"Clinton Fookes","orcid":"https://orcid.org/0000-0002-8515-6324"},"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":"Clinton Fookes","raw_affiliation_strings":["Speech, Audio, Image and Video Technology (SAIVT) Laboratory, Queensland University of Technology, 2 George Street, Brisbane, QLD, 4000, Australia"],"affiliations":[{"raw_affiliation_string":"Speech, Audio, Image and Video Technology (SAIVT) Laboratory, Queensland University of Technology, 2 George Street, Brisbane, QLD, 4000, Australia","institution_ids":["https://openalex.org/I160993911"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5053018788"],"corresponding_institution_ids":["https://openalex.org/I149704539","https://openalex.org/I165143802"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":5.3559,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.95921972,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"35","issue":"14","first_page":"10535","last_page":"10549"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9987999796867371,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.8078763484954834},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.7762296199798584},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6891348361968994},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6021954417228699},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.5753802061080933},{"id":"https://openalex.org/keywords/knowledge-transfer","display_name":"Knowledge transfer","score":0.46955233812332153},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.46653419733047485},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.455293208360672},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.44256168603897095},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.44150981307029724},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4369150698184967},{"id":"https://openalex.org/keywords/test-data","display_name":"Test data","score":0.41060325503349304},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3287602663040161}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8078763484954834},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.7762296199798584},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6891348361968994},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6021954417228699},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.5753802061080933},{"id":"https://openalex.org/C2776960227","wikidata":"https://www.wikidata.org/wiki/Q2586354","display_name":"Knowledge transfer","level":2,"score":0.46955233812332153},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.46653419733047485},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.455293208360672},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.44256168603897095},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.44150981307029724},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4369150698184967},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.41060325503349304},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3287602663040161},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","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/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s00521-023-08248-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-023-08248-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-023-08248-y.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/22124633","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Meta-transfer_learning_for_emotion_recognition/22124633","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s00521-023-08248-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-023-08248-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-023-08248-y.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.5099999904632568}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W3037008567.pdf"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W175750906","https://openalex.org/W1568834902","https://openalex.org/W1993131108","https://openalex.org/W2032474878","https://openalex.org/W2100643000","https://openalex.org/W2122066333","https://openalex.org/W2123119128","https://openalex.org/W2167065437","https://openalex.org/W2167797544","https://openalex.org/W2168692779","https://openalex.org/W2170505850","https://openalex.org/W2198035931","https://openalex.org/W2239141610","https://openalex.org/W2253728219","https://openalex.org/W2330379721","https://openalex.org/W2335728318","https://openalex.org/W2341528187","https://openalex.org/W2426267443","https://openalex.org/W2487211121","https://openalex.org/W2492473494","https://openalex.org/W2546875627","https://openalex.org/W2583761661","https://openalex.org/W2585658440","https://openalex.org/W2589599921","https://openalex.org/W2595736643","https://openalex.org/W2598207902","https://openalex.org/W2605043629","https://openalex.org/W2612041314","https://openalex.org/W2617750261","https://openalex.org/W2625435062","https://openalex.org/W2703895418","https://openalex.org/W2765998482","https://openalex.org/W2766272105","https://openalex.org/W2768242826","https://openalex.org/W2785044468","https://openalex.org/W2883430806","https://openalex.org/W2919115771","https://openalex.org/W2937584914","https://openalex.org/W2962686539","https://openalex.org/W2963130397","https://openalex.org/W2963460174","https://openalex.org/W2963569749","https://openalex.org/W2963943197","https://openalex.org/W2964113820","https://openalex.org/W2964128364","https://openalex.org/W2974743569","https://openalex.org/W3013287311","https://openalex.org/W3034552680","https://openalex.org/W3048297990","https://openalex.org/W3097096317","https://openalex.org/W3101998545","https://openalex.org/W3118608800","https://openalex.org/W3137646246","https://openalex.org/W3163091219","https://openalex.org/W3198528147","https://openalex.org/W4221162872","https://openalex.org/W4223460604"],"related_works":["https://openalex.org/W2891480213","https://openalex.org/W209733029","https://openalex.org/W2991483587","https://openalex.org/W2158542502","https://openalex.org/W1997978958","https://openalex.org/W2099971677","https://openalex.org/W2250522181","https://openalex.org/W2615667245","https://openalex.org/W133774893","https://openalex.org/W1540469842"],"abstract_inverted_index":{"Abstract":[0],"Deep":[1],"learning":[2,47,85,169],"has":[3,12,56],"been":[4,57],"widely":[5],"adopted":[6],"in":[7,17,30,70],"automatic":[8],"emotion":[9,99,113,121,137,141],"recognition":[10,122,138,142],"and":[11,104,139,153],"lead":[13],"to":[14,22,35,90,101,115,118],"significant":[15],"progress":[16],"the":[18,60,126],"field.":[19],"However,":[20,59],"due":[21],"insufficient":[23],"training":[24],"data,":[25],"pre-trained":[26,71],"models":[27,52],"are":[28,143],"limited":[29],"their":[31],"generalisation":[32],"ability,":[33],"leading":[34],"poor":[36],"performance":[37,164],"on":[38,53,134,146],"novel":[39,54],"test":[40],"sets.":[41],"To":[42,124],"mitigate":[43],"this":[44,74,78],"challenge,":[45],"transfer":[46,92,106,168],"performed":[48],"by":[49,80],"fine-tuning":[50],"pr-etrained":[51],"domains":[55,114],"applied.":[58],"fine-tuned":[61],"knowledge":[62,68,94,108],"may":[63],"overwrite":[64],"and/or":[65],"discard":[66],"important":[67],"learnt":[69,95,109],"models.":[72],"In":[73],"paper,":[75],"we":[76],"address":[77],"issue":[79],"proposing":[81],"a":[82],"PathNet-based":[83],"meta-transfer":[84],"method":[86,161],"that":[87,158],"is":[88],"able":[89],"(i)":[91],"emotional":[93,107],"from":[96,110],"one":[97,116],"visual/audio":[98],"domain":[100,103],"another":[102,117],"(ii)":[105],"multiple":[111],"audio":[112],"improve":[119],"overall":[120],"accuracy.":[123],"show":[125,157],"robustness":[127],"of":[128],"our":[129,159],"proposed":[130,160],"method,":[131],"extensive":[132],"experiments":[133],"facial":[135],"expression-based":[136],"speech":[140],"carried":[144],"out":[145],"three":[147],"bench-marking":[148],"data":[149],"sets:":[150],"SAVEE,":[151],"EMODB,":[152],"eNTERFACE.":[154],"Experimental":[155],"results":[156],"achieves":[162],"superior":[163],"compared":[165],"with":[166],"existing":[167],"methods.":[170]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":3},{"year":2021,"cited_by_count":2}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
