{"id":"https://openalex.org/W4400527893","doi":"https://doi.org/10.1109/fg59268.2024.10582033","title":"Bridging the Gap: Protocol Towards Fair and Consistent Affect Analysis","display_name":"Bridging the Gap: Protocol Towards Fair and Consistent Affect Analysis","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4400527893","doi":"https://doi.org/10.1109/fg59268.2024.10582033"},"language":"en","primary_location":{"id":"doi:10.1109/fg59268.2024.10582033","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fg59268.2024.10582033","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 18th International Conference on Automatic Face and Gesture Recognition (FG)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5014454262","display_name":"Guanyu Hu","orcid":"https://orcid.org/0000-0002-5076-9112"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guanyu Hu","raw_affiliation_strings":["The School of Computer Science and Technology, Xi'an Jiaotong University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The School of Computer Science and Technology, Xi'an Jiaotong University,China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098623171","display_name":"Eleni Papadopoulou","orcid":null},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Eleni Papadopoulou","raw_affiliation_strings":["National Technical University of Athens,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Athens,Greece","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029879679","display_name":"Dimitrios Kollias","orcid":"https://orcid.org/0000-0002-8188-3751"},"institutions":[{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dimitrios Kollias","raw_affiliation_strings":["School of Electronic Engineering and Computer Science, Queen Mary University of London,U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering and Computer Science, Queen Mary University of London,U.K","institution_ids":["https://openalex.org/I166337079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072019747","display_name":"Paraskevi Tzouveli","orcid":"https://orcid.org/0000-0002-2061-9607"},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Paraskevi Tzouveli","raw_affiliation_strings":["National Technical University of Athens,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Technical University of Athens,Greece","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100440168","display_name":"Jie Wei","orcid":"https://orcid.org/0000-0002-1080-2774"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Wei","raw_affiliation_strings":["The School of Computer Science and Technology, Xi'an Jiaotong University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The School of Computer Science and Technology, Xi'an Jiaotong University,China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024037408","display_name":"Xinyu Yang","orcid":"https://orcid.org/0000-0002-2194-4137"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyu Yang","raw_affiliation_strings":["The School of Computer Science and Technology, Xi'an Jiaotong University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The School of Computer Science and Technology, Xi'an Jiaotong University,China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":12.2411,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.98166647,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13002","display_name":"Southeast Asian Sociopolitical Studies","score":0.595300018787384,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13002","display_name":"Southeast Asian Sociopolitical Studies","score":0.595300018787384,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.760733962059021},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.5603041052818298},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5517860054969788},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.49643999338150024},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3089640736579895},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.16017788648605347},{"id":"https://openalex.org/keywords/communication","display_name":"Communication","score":0.10715329647064209},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09481307864189148}],"concepts":[{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.760733962059021},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.5603041052818298},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5517860054969788},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.49643999338150024},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3089640736579895},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16017788648605347},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.10715329647064209},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09481307864189148},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fg59268.2024.10582033","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fg59268.2024.10582033","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 18th International Conference on Automatic Face and Gesture Recognition (FG)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321169","display_name":"Xi\u2019an Jiaotong University","ror":"https://ror.org/017zhmm22"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4388870064","https://openalex.org/W2210139803","https://openalex.org/W4235186151","https://openalex.org/W2054685365","https://openalex.org/W2056057048","https://openalex.org/W2667588871","https://openalex.org/W2272354214","https://openalex.org/W2084768720"],"abstract_inverted_index":{"The":[0,117],"increasing":[1],"integration":[2],"of":[3,49,108,114,122],"machine":[4,53],"learning":[5],"algorithms":[6],"in":[7,18,28,96,126],"daily":[8],"life":[9],"underscores":[10],"the":[11,47,106,112,120],"critical":[12],"need":[13],"for":[14,88,134],"fairness":[15,95],"and":[16,39,52,62,83,102,130,141],"equity":[17],"their":[19],"deployment.":[20],"As":[21],"these":[22,73,109],"technologies":[23],"play":[24],"a":[25,85,132],"pivotal":[26],"role":[27],"decision-making,":[29],"addressing":[30],"biases":[31],"across":[32],"diverse":[33],"subpopulation":[34],"groups,":[35],"including":[36],"age,":[37],"gender,":[38],"race,":[40],"becomes":[41],"paramount.":[42],"Automatic":[43],"affect":[44,127],"analysis,":[45],"at":[46],"inter-section":[48],"physiology,":[50],"psychology,":[51],"learning,":[54],"has":[55],"seen":[56],"significant":[57],"development.":[58],"However,":[59],"existing":[60],"databases":[61],"methodologies":[63],"lack":[64],"uniformity,":[65],"leading":[66],"to":[67],"biased":[68],"evaluations.":[69,97],"This":[70],"work":[71],"addresses":[72],"issues":[74],"by":[75],"analyzing":[76],"six":[77],"affective":[78],"databases,":[79],"annotating":[80],"demographic":[81,124],"attributes,":[82],"proposing":[84],"common":[86],"protocol":[87],"database":[89],"partitioning.":[90],"Emphasis":[91],"is":[92],"placed":[93],"on":[94],"Extensive":[98],"experiments":[99],"with":[100],"baseline":[101],"state-of-the-art":[103],"methods":[104],"demonstrate":[105],"impact":[107],"changes,":[110],"revealing":[111],"inadequacy":[113],"prior":[115],"assessments.":[116],"findings":[118],"underscore":[119],"importance":[121],"considering":[123],"attributes":[125],"analysis":[128],"research":[129],"provide":[131],"foundation":[133],"more":[135],"equitable":[136],"methodologies.":[137],"Our":[138],"annotations,":[139],"code":[140],"pre-trained":[142],"models":[143],"are":[144],"available":[145],"at:":[146],"https://github.com/dkollias/Fair-Consistent-Affect-Analysis":[147]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}