{"id":"https://openalex.org/W4226068530","doi":"https://doi.org/10.1109/tmm.2022.3165715","title":"Few-Shot Learning for Fine-Grained Emotion Recognition Using Physiological Signals","display_name":"Few-Shot Learning for Fine-Grained Emotion Recognition Using Physiological Signals","publication_year":2022,"publication_date":"2022-04-07","ids":{"openalex":"https://openalex.org/W4226068530","doi":"https://doi.org/10.1109/tmm.2022.3165715"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2022.3165715","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2022.3165715","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Multimedia","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://repository.tudelft.nl/file/File_1201201a-d2b5-433f-aa88-229500db8079","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049516313","display_name":"Tianyi Zhang","orcid":"https://orcid.org/0000-0001-6293-881X"},"institutions":[{"id":"https://openalex.org/I1341640284","display_name":"Centrum Wiskunde & Informatica","ror":"https://ror.org/00x7ekv49","country_code":"NL","type":"facility","lineage":["https://openalex.org/I1341640284","https://openalex.org/I2800991832","https://openalex.org/I4405262988"]},{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Tianyi Zhang","raw_affiliation_strings":["Distributed and Interactive Systems, Centrum Wiskunde and Informatica (CWI), Amsterdam, The Netherlands","Multimedia Computing Group, Delft University of Technology, Delft, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0001-6293-881X","affiliations":[{"raw_affiliation_string":"Distributed and Interactive Systems, Centrum Wiskunde and Informatica (CWI), Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I1341640284"]},{"raw_affiliation_string":"Multimedia Computing Group, Delft University of Technology, Delft, The Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030623043","display_name":"Abdallah El Ali","orcid":"https://orcid.org/0000-0002-9954-4088"},"institutions":[{"id":"https://openalex.org/I1341640284","display_name":"Centrum Wiskunde & Informatica","ror":"https://ror.org/00x7ekv49","country_code":"NL","type":"facility","lineage":["https://openalex.org/I1341640284","https://openalex.org/I2800991832","https://openalex.org/I4405262988"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Abdallah El Ali","raw_affiliation_strings":["Distributed and Interactive Systems, Centrum Wiskunde and Informatica (CWI), Amsterdam, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-9954-4088","affiliations":[{"raw_affiliation_string":"Distributed and Interactive Systems, Centrum Wiskunde and Informatica (CWI), Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I1341640284"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037486611","display_name":"Alan Hanjali\u0107","orcid":"https://orcid.org/0000-0002-5771-2549"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Alan Hanjalic","raw_affiliation_strings":["Multimedia Computing Group, Delft University of Technology, Delft, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-5771-2549","affiliations":[{"raw_affiliation_string":"Multimedia Computing Group, Delft University of Technology, Delft, The Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024676475","display_name":"Pablo C\u00e9sar","orcid":"https://orcid.org/0000-0003-1752-6837"},"institutions":[{"id":"https://openalex.org/I1341640284","display_name":"Centrum Wiskunde & Informatica","ror":"https://ror.org/00x7ekv49","country_code":"NL","type":"facility","lineage":["https://openalex.org/I1341640284","https://openalex.org/I2800991832","https://openalex.org/I4405262988"]},{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Pablo Cesar","raw_affiliation_strings":["Distributed and Interactive Systems, Centrum Wiskunde and Informatica (CWI), Amsterdam, The Netherlands","Multimedia Computing Group, Delft University of Technology, Delft, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0003-1752-6837","affiliations":[{"raw_affiliation_string":"Distributed and Interactive Systems, Centrum Wiskunde and Informatica (CWI), Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I1341640284"]},{"raw_affiliation_string":"Multimedia Computing Group, Delft University of Technology, Delft, The Netherlands","institution_ids":["https://openalex.org/I98358874"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5049516313"],"corresponding_institution_ids":["https://openalex.org/I1341640284","https://openalex.org/I98358874"],"apc_list":null,"apc_paid":null,"fwci":4.9964,"has_fulltext":true,"cited_by_count":28,"citation_normalized_percentile":{"value":0.95635668,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"25","issue":null,"first_page":"3773","last_page":"3787"},"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8571018576622009},{"id":"https://openalex.org/keywords/valence","display_name":"Valence (chemistry)","score":0.6901664733886719},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.6086444854736328},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5842565894126892},{"id":"https://openalex.org/keywords/arousal","display_name":"Arousal","score":0.5835959911346436},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5132250785827637},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.4765784740447998},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.4338027238845825},{"id":"https://openalex.org/keywords/virtual-reality","display_name":"Virtual reality","score":0.4233299791812897},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.41005223989486694},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.23189595341682434}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8571018576622009},{"id":"https://openalex.org/C168900304","wikidata":"https://www.wikidata.org/wiki/Q171407","display_name":"Valence (chemistry)","level":2,"score":0.6901664733886719},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.6086444854736328},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5842565894126892},{"id":"https://openalex.org/C36951298","wikidata":"https://www.wikidata.org/wiki/Q379784","display_name":"Arousal","level":2,"score":0.5835959911346436},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5132250785827637},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.4765784740447998},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.4338027238845825},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.4233299791812897},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.41005223989486694},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.23189595341682434},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tmm.2022.3165715","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2022.3165715","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Multimedia","raw_type":"journal-article"},{"id":"pmh:oai:tudelft.nl:uuid:099b5b2f-ef8a-4593-bd85-8b188312a7b7","is_oa":true,"landing_page_url":"http://resolver.tudelft.nl/uuid:099b5b2f-ef8a-4593-bd85-8b188312a7b7","pdf_url":"https://repository.tudelft.nl/file/File_1201201a-d2b5-433f-aa88-229500db8079","source":{"id":"https://openalex.org/S4306400906","display_name":"Research Repository (Delft University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98358874","host_organization_name":"Delft University of Technology","host_organization_lineage":["https://openalex.org/I98358874"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"journal article"},{"id":"pmh:cwi:oai:cwi.nl:31616","is_oa":false,"landing_page_url":"https://ir.cwi.nl/pub/31616","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Multimedia","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:tudelft.nl:uuid:099b5b2f-ef8a-4593-bd85-8b188312a7b7","is_oa":true,"landing_page_url":"http://resolver.tudelft.nl/uuid:099b5b2f-ef8a-4593-bd85-8b188312a7b7","pdf_url":"https://repository.tudelft.nl/file/File_1201201a-d2b5-433f-aa88-229500db8079","source":{"id":"https://openalex.org/S4306400906","display_name":"Research Repository (Delft University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98358874","host_organization_name":"Delft University of Technology","host_organization_lineage":["https://openalex.org/I98358874"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"journal article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4226068530.pdf","grobid_xml":"https://content.openalex.org/works/W4226068530.grobid-xml"},"referenced_works_count":95,"referenced_works":["https://openalex.org/W73267799","https://openalex.org/W637835559","https://openalex.org/W1609907549","https://openalex.org/W1686810756","https://openalex.org/W1785074626","https://openalex.org/W1964757081","https://openalex.org/W1970269181","https://openalex.org/W1976235033","https://openalex.org/W1985948319","https://openalex.org/W2037993836","https://openalex.org/W2045136280","https://openalex.org/W2045528981","https://openalex.org/W2074716497","https://openalex.org/W2075953807","https://openalex.org/W2112458651","https://openalex.org/W2113640817","https://openalex.org/W2117645142","https://openalex.org/W2145598468","https://openalex.org/W2148173233","https://openalex.org/W2171590421","https://openalex.org/W2278113816","https://openalex.org/W2278517810","https://openalex.org/W2346454595","https://openalex.org/W2519091744","https://openalex.org/W2598666589","https://openalex.org/W2601450892","https://openalex.org/W2604763608","https://openalex.org/W2605367287","https://openalex.org/W2620011291","https://openalex.org/W2745497104","https://openalex.org/W2748702193","https://openalex.org/W2761266324","https://openalex.org/W2768227697","https://openalex.org/W2810418809","https://openalex.org/W2889840646","https://openalex.org/W2891503551","https://openalex.org/W2894771803","https://openalex.org/W2912568146","https://openalex.org/W2913453026","https://openalex.org/W2922466325","https://openalex.org/W2937153231","https://openalex.org/W2945026638","https://openalex.org/W2954986639","https://openalex.org/W2963196848","https://openalex.org/W2963341924","https://openalex.org/W2963698657","https://openalex.org/W2964105864","https://openalex.org/W2964350391","https://openalex.org/W2973102739","https://openalex.org/W2978775473","https://openalex.org/W2979903110","https://openalex.org/W2980410562","https://openalex.org/W2981843773","https://openalex.org/W2990834556","https://openalex.org/W2997820257","https://openalex.org/W3005273529","https://openalex.org/W3011438564","https://openalex.org/W3012657105","https://openalex.org/W3021080764","https://openalex.org/W3024761859","https://openalex.org/W3030076027","https://openalex.org/W3030187186","https://openalex.org/W3033520829","https://openalex.org/W3082367983","https://openalex.org/W3098278111","https://openalex.org/W3103291722","https://openalex.org/W3111797849","https://openalex.org/W3112713116","https://openalex.org/W3113127061","https://openalex.org/W3116273309","https://openalex.org/W3120068059","https://openalex.org/W3122081138","https://openalex.org/W3129458182","https://openalex.org/W3161934537","https://openalex.org/W3176602994","https://openalex.org/W3206241967","https://openalex.org/W3207343673","https://openalex.org/W3209712801","https://openalex.org/W4225611164","https://openalex.org/W4240203809","https://openalex.org/W6602957048","https://openalex.org/W6637373629","https://openalex.org/W6694943713","https://openalex.org/W6717697761","https://openalex.org/W6735236233","https://openalex.org/W6735963690","https://openalex.org/W6736057607","https://openalex.org/W6756887669","https://openalex.org/W6760883817","https://openalex.org/W6760935663","https://openalex.org/W6764825588","https://openalex.org/W6769339580","https://openalex.org/W6778550282","https://openalex.org/W6778858184","https://openalex.org/W6788053212"],"related_works":["https://openalex.org/W2029072726","https://openalex.org/W91913183","https://openalex.org/W2936882366","https://openalex.org/W1987182177","https://openalex.org/W2736893848","https://openalex.org/W1544055438","https://openalex.org/W3003450285","https://openalex.org/W2087245461","https://openalex.org/W2085024878","https://openalex.org/W4361008003"],"abstract_inverted_index":{"Fine-grained":[0],"emotion":[1,17,214],"recognition":[2,39,65],"can":[3,74,200],"model":[4],"the":[5,104,210,216],"temporal":[6],"dynamics":[7],"of":[8,31,48,81,157,171,192,213,219],"emotions,":[9],"which":[10,73],"is":[11],"more":[12],"precise":[13],"than":[14,86],"predicting":[15],"one":[16],"retrospectively":[18],"for":[19,144,176],"an":[20,37,63,168],"activity":[21],"(e.g.,":[22],"video":[23,220],"clip":[24],"watching).":[25],"Previous":[26],"works":[27],"require":[28],"large":[29,46],"amounts":[30,47],"continuously":[32,49],"annotated":[33,50],"data":[34],"to":[35,43],"train":[36],"accurate":[38],"model,":[40],"however":[41],"experiments":[42,137,196],"collect":[44],"such":[45],"physiological":[51],"signals":[52],"are":[53],"costly":[54],"and":[55,98,128,152,174,183],"time-consuming.":[56],"To":[57],"overcome":[58],"this":[59],"challenge,":[60],"we":[61,205],"propose":[62],"Emotion":[64],"algorithm":[66],"based":[67],"on":[68,77,117],"Deep":[69],"Siamese":[70],"Networks":[71],"(EmoDSN)":[72],"rapidly":[75],"converge":[76],"a":[78],"small":[79],"amount":[80],"training":[82,193,207],"data,":[83],"typically":[84],"less":[85],"10":[87],"samples":[88,208],"per":[89],"class":[90],"(i.e.,":[91],"<10":[92],"shot).":[93],"EmoDSN":[94,116,140,199],"recognizes":[95],"fine-grained":[96],"valence":[97],"arousal":[99],"(V-A)":[100],"labels":[101],"by":[102,187],"maximizing":[103],"distance":[105],"metric":[106],"between":[107],"signal":[108],"segments":[109],"with":[110],"different":[111,119,124],"V-A":[112],"labels.":[113],"We":[114,166],"tested":[115],"three":[118,123],"datasets":[120],"collected":[121],"in":[122],"environments:":[125],"desktop,":[126],"mobile":[127],"HMD-based":[129],"virtual":[130],"reality,":[131],"respectively.":[132],"The":[133],"results":[134,143,203],"from":[135,209],"our":[136],"show":[138,197],"that":[139,198],"achieves":[141],"promising":[142],"both":[145],"one-dimension":[146],"binary":[147],"(high/low":[148],"V-A,":[149],"1D-2":[150,177,180],"C)":[151,164],"two-dimensional":[153],"5-class":[154],"(four":[155],"quadrants":[156],"V-":[158],"A":[159],"space":[160],"+":[161],"neutral,":[162],"2D-5":[163,184],"classification.":[165],"get":[167],"averaged":[169],"accuracy":[170],"76.04,":[172],"76.62":[173],"57.62%":[175],"C":[178,181],"valence,":[179],"arousal,":[182],"C,":[185],"respectively,":[186],"using":[188],"only":[189],"5":[190],"shots":[191],"data.":[194],"Our":[195],"achieve":[201],"better":[202],"if":[204],"select":[206],"changing":[211],"points":[212],"or":[215],"ending":[217],"moments":[218],"watching.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
