{"id":"https://openalex.org/W4225117593","doi":"https://doi.org/10.1145/3513263","title":"Automatic Assessment of Depression and Anxiety through Encoding Pupil-wave from HCI in VR Scenes","display_name":"Automatic Assessment of Depression and Anxiety through Encoding Pupil-wave from HCI in VR Scenes","publication_year":2022,"publication_date":"2022-04-30","ids":{"openalex":"https://openalex.org/W4225117593","doi":"https://doi.org/10.1145/3513263"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1145/3513263","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":"https://doi.org/10.1145/3513263","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071974808","display_name":"Mi Li","orcid":"https://orcid.org/0000-0001-5426-5897"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"funder","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mi Li","raw_affiliation_strings":["Faculty of Information Technology, Beijing University of Technology, Beijing International Collaboration Base on Brain Informatics and Wisdom Services, Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, Engineering Research Center of Digital Community, Ministry of Education, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, Beijing International Collaboration Base on Brain Informatics and Wisdom Services, Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, Engineering Research Center of Digital Community, Ministry of Education, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037062690","display_name":"Wei Zhang","orcid":"https://orcid.org/0000-0003-4605-0735"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"funder","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zhang","raw_affiliation_strings":["Faculty of Information Technology, Beijing University of Technology, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100380066","display_name":"Bin Hu","orcid":"https://orcid.org/0000-0003-3514-5413"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"funder","lineage":["https://openalex.org/I76214153"]},{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"funder","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Hu","raw_affiliation_strings":["Institute of Engineering Medicine, Beijing Institute of Technology, Beijing, Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"affiliations":[{"raw_affiliation_string":"Institute of Engineering Medicine, Beijing Institute of Technology, Beijing, Gansu Provincial Key Laboratory of Wearable Computing, School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153","https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061460557","display_name":"Jiaming Kang","orcid":"https://orcid.org/0000-0003-3602-7304"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"funder","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaming Kang","raw_affiliation_strings":["Faculty of Information Technology, Beijing University of Technology, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083650280","display_name":"Yuqi Wang","orcid":"https://orcid.org/0000-0002-4246-4626"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"funder","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuqi Wang","raw_affiliation_strings":["Faculty of Information Technology, Beijing University of Technology, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077017876","display_name":"Shengfu Lu","orcid":"https://orcid.org/0000-0002-9813-6752"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"funder","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengfu Lu","raw_affiliation_strings":["Faculty of Information Technology, Beijing University of Technology, Beijing International Collaboration Base on Brain Informatics and Wisdom Services, Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, Beijing International Collaboration Base on Brain Informatics and Wisdom Services, Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, China","institution_ids":["https://openalex.org/I37796252"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.562,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":44,"citation_normalized_percentile":{"value":0.82448,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"20","issue":"2","first_page":"1","last_page":"22"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9952,"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":0.9952,"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/T13283","display_name":"Mental Health Research Topics","score":0.9815,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.965,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/depression","display_name":"Depression","score":0.45927554}],"concepts":[{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.6909001},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6730857},{"id":"https://openalex.org/C2777394604","wikidata":"https://www.wikidata.org/wiki/Q173318","display_name":"Pupil","level":2,"score":0.596953},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.45927554},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.41224104},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.382123},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.281234},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.08771846},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","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/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1145/3513263","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1145/3513263","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.61}],"grants":[{"funder":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China","award_id":"61602017, 61632014, 61627808"}],"datasets":[],"versions":[],"referenced_works_count":60,"referenced_works":["https://openalex.org/W1523446726","https://openalex.org/W1542022635","https://openalex.org/W1963727172","https://openalex.org/W1976066595","https://openalex.org/W1981648298","https://openalex.org/W1985329916","https://openalex.org/W1998284588","https://openalex.org/W2003502731","https://openalex.org/W2009735175","https://openalex.org/W2023687307","https://openalex.org/W2039056175","https://openalex.org/W2043705607","https://openalex.org/W2048533792","https://openalex.org/W2063776759","https://openalex.org/W2073778669","https://openalex.org/W2073814621","https://openalex.org/W2097117768","https://openalex.org/W2098082628","https://openalex.org/W2108223677","https://openalex.org/W2131548897","https://openalex.org/W2140079265","https://openalex.org/W2163605009","https://openalex.org/W2171189445","https://openalex.org/W2186483695","https://openalex.org/W2342151635","https://openalex.org/W2465306517","https://openalex.org/W2503047479","https://openalex.org/W2529925562","https://openalex.org/W2531271152","https://openalex.org/W2555155659","https://openalex.org/W2567451170","https://openalex.org/W2570232573","https://openalex.org/W2570412145","https://openalex.org/W2587570926","https://openalex.org/W2593853439","https://openalex.org/W2617207308","https://openalex.org/W2736814566","https://openalex.org/W2760537051","https://openalex.org/W2765540322","https://openalex.org/W2766955252","https://openalex.org/W2779695644","https://openalex.org/W2797639219","https://openalex.org/W2800833042","https://openalex.org/W2805409402","https://openalex.org/W2884585870","https://openalex.org/W2889056793","https://openalex.org/W2889847952","https://openalex.org/W2891155597","https://openalex.org/W2928165649","https://openalex.org/W2955058313","https://openalex.org/W2962826786","https://openalex.org/W2963091558","https://openalex.org/W2963420686","https://openalex.org/W2978631110","https://openalex.org/W2990825125","https://openalex.org/W3034552520","https://openalex.org/W3100777112","https://openalex.org/W3101908127","https://openalex.org/W3177052299","https://openalex.org/W4236022110"],"related_works":["https://openalex.org/W2964000526","https://openalex.org/W2749898144","https://openalex.org/W2591813577","https://openalex.org/W2468469523","https://openalex.org/W2378173657","https://openalex.org/W2131715830","https://openalex.org/W2100757269","https://openalex.org/W2034794801","https://openalex.org/W2005258723","https://openalex.org/W1983377503"],"abstract_inverted_index":{"At":[0],"present,":[1],"there":[2],"have":[3],"been":[4],"many":[5],"studies":[6],"on":[7,22,33,198],"the":[8,12,31,34,62,69,76,91,96,122,126,141,161,164],"methods":[9],"of":[10,37,71,107,117,163],"using":[11,40,140],"deep":[13,41],"learning":[14,42],"regression":[15],"model":[16,137],"to":[17,67,81,94],"assess":[18,68],"depression":[19,72,85,132,165],"level":[20,39,70,135,168],"based":[21,197],"behavioral":[23],"signals":[24],"(facial":[25],"expression,":[26],"speech,":[27],"and":[28,73,86,110,112,119,133,146,166,177,202],"language);":[29],"however,":[30],"research":[32,188],"assessment":[35,136,169,183,195],"method":[36,93,170],"anxiety":[38,74,87,134,167],"is":[43,65,138,175],"absent.":[44],"In":[45,79],"this":[46,173],"article,":[47],"pupil-wave,":[48],"a":[49,129],"physiological":[50],"signal":[51,154],"collected":[52],"by":[53],"Human":[54],"Computer":[55],"Interaction":[56],"(HCI)":[57],"that":[58,160],"can":[59],"directly":[60],"represent":[61],"emotional":[63,98,105],"state,":[64],"developed":[66],"for":[75,152,205],"first":[77],"time.":[78],"order":[80],"distinguish":[82],"between":[83],"different":[84],"levels,":[88],"we":[89],"use":[90],"HCI":[92],"induce":[95],"participants\u2019":[97],"experience":[99],"through":[100],"three":[101],"virtual":[102,203],"reality":[103,204],"(VR)":[104],"scenes":[106],"joyful,":[108],"sad,":[109],"calm,":[111],"construct":[113],"two":[114],"differential":[115],"pupil-waves":[116],"joyful":[118],"sad":[120],"with":[121],"calm":[123],"pupil-wave":[124],"as":[125],"baseline.":[127],"Correspondingly,":[128],"dual-channel":[130],"fusion":[131],"constructed":[139],"improved":[142],"multi-scale":[143],"convolution":[144],"module":[145,151],"our":[147],"proposed":[148,171],"width-channel":[149],"attention":[150],"one-dimensional":[153],"processing.":[155],"The":[156],"test":[157],"results":[158],"show":[159],"MAE/RMSE":[162],"in":[172],"article":[174],"3.05/4.11":[176],"2.49/1.85,":[178],"respectively,":[179],"which":[180],"has":[181],"better":[182],"performance":[184],"than":[185],"other":[186],"related":[187],"methods.":[189],"This":[190],"study":[191],"provides":[192],"an":[193],"automatic":[194],"technique":[196],"human":[199],"computer":[200],"interaction":[201],"mental":[206],"health":[207],"physical":[208],"examination.":[209]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4225117593","counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":35}],"updated_date":"2025-03-29T12:57:00.130517","created_date":"2022-05-01"}