{"id":"https://openalex.org/W4397026515","doi":"https://doi.org/10.1109/tcss.2024.3393247","title":"Automatic Diagnosis of Depression Based on Facial Expression Information and Deep Convolutional Neural Network","display_name":"Automatic Diagnosis of Depression Based on Facial Expression Information and Deep Convolutional Neural Network","publication_year":2024,"publication_date":"2024-05-17","ids":{"openalex":"https://openalex.org/W4397026515","doi":"https://doi.org/10.1109/tcss.2024.3393247"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2024.3393247","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2024.3393247","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"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 Computational Social Systems","raw_type":"journal-article"},"type":"article","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/A5071974808","display_name":"Mi Li","orcid":"https://orcid.org/0000-0001-5426-5897"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","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, China","Engineering Research Center of Digital Community, Ministry of Education, Beijing, China","Beijing International Collaboration Base on Brain Informatics and Wisdom Services, Beijing, China","Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5426-5897","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]},{"raw_affiliation_string":"Engineering Research Center of Digital Community, Ministry of Education, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Beijing International Collaboration Base on Brain Informatics and Wisdom Services, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, Beijing, China","institution_ids":["https://openalex.org/I1327237609"]}]},{"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":"education","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, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-4246-4626","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025643376","display_name":"Chuang Yang","orcid":"https://orcid.org/0009-0007-8289-4958"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuang Yang","raw_affiliation_strings":["Faculty of Information Technology, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0007-8289-4958","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102931394","display_name":"Zeying Lu","orcid":"https://orcid.org/0009-0006-3018-4308"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeying Lu","raw_affiliation_strings":["Faculty of Information Technology, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0006-3018-4308","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100765306","display_name":"Jianhui Chen","orcid":"https://orcid.org/0000-0001-6501-9819"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianhui Chen","raw_affiliation_strings":["Faculty of Information Technology, Beijing University of Technology, Beijing, China","Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, Beijing, China","Engineering Research Center of Digital Community, Ministry of Education, Beijing, China","Beijing International Collaboration Base on Brain Informatics and Wisdom Services, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6501-9819","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]},{"raw_affiliation_string":"Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, Beijing, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"Engineering Research Center of Digital Community, Ministry of Education, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Beijing International Collaboration Base on Brain Informatics and Wisdom Services, Beijing, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":70.6222,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":{"value":0.99988386,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"11","issue":"5","first_page":"5728","last_page":"5739"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13731","display_name":"Advanced Computing and Algorithms","score":0.896399974822998,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"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/T13731","display_name":"Advanced Computing and Algorithms","score":0.896399974822998,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.8665000200271606,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.8256000280380249,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative 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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7111404538154602},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6129609942436218},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5865778923034668},{"id":"https://openalex.org/keywords/facial-expression","display_name":"Facial expression","score":0.5091676115989685},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.5065959692001343},{"id":"https://openalex.org/keywords/expression","display_name":"Expression (computer science)","score":0.46666067838668823},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4470524191856384},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4388101100921631},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3729589581489563},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34168654680252075}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7111404538154602},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6129609942436218},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5865778923034668},{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.5091676115989685},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.5065959692001343},{"id":"https://openalex.org/C90559484","wikidata":"https://www.wikidata.org/wiki/Q778379","display_name":"Expression (computer science)","level":2,"score":0.46666067838668823},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4470524191856384},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4388101100921631},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3729589581489563},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34168654680252075},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2024.3393247","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2024.3393247","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"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 Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.7400000095367432,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G1561263780","display_name":"\u6ce8\u610f\u795e\u7ecf\u673a\u5236\u7684\u53ef\u8ba1\u7b97\u6a21\u578b\u7814\u7a76","funder_award_id":"61632014","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3214453966","display_name":null,"funder_award_id":"61627808","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5197980865","display_name":null,"funder_award_id":"2019YFA0706200","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8329075373","display_name":null,"funder_award_id":"61602017","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1923404803","https://openalex.org/W1955857676","https://openalex.org/W2003502731","https://openalex.org/W2030962294","https://openalex.org/W2035087943","https://openalex.org/W2035527955","https://openalex.org/W2055134133","https://openalex.org/W2055457894","https://openalex.org/W2104609554","https://openalex.org/W2108223677","https://openalex.org/W2115252128","https://openalex.org/W2116182952","https://openalex.org/W2117316907","https://openalex.org/W2162494996","https://openalex.org/W2194775991","https://openalex.org/W2271840356","https://openalex.org/W2291466689","https://openalex.org/W2295107390","https://openalex.org/W2346454595","https://openalex.org/W2531271152","https://openalex.org/W2531409750","https://openalex.org/W2549139847","https://openalex.org/W2593853439","https://openalex.org/W2738490956","https://openalex.org/W2752782242","https://openalex.org/W2760537051","https://openalex.org/W2901769626","https://openalex.org/W2914503519","https://openalex.org/W2922509574","https://openalex.org/W2962858109","https://openalex.org/W2963163009","https://openalex.org/W2963446712","https://openalex.org/W2982220924","https://openalex.org/W3003417734","https://openalex.org/W3027884094","https://openalex.org/W3034552520","https://openalex.org/W3122596523","https://openalex.org/W3160705766","https://openalex.org/W3171376656","https://openalex.org/W3177052299","https://openalex.org/W3177214519","https://openalex.org/W4214919980","https://openalex.org/W4225117593","https://openalex.org/W4246193833","https://openalex.org/W4289752563","https://openalex.org/W4297810817","https://openalex.org/W4361249171","https://openalex.org/W4380421127","https://openalex.org/W4384787464","https://openalex.org/W4386412328","https://openalex.org/W6637373629","https://openalex.org/W6677618333","https://openalex.org/W6694517276","https://openalex.org/W6753038380","https://openalex.org/W6755964169","https://openalex.org/W6756500184"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W3167935049","https://openalex.org/W3029198973","https://openalex.org/W2642127892"],"abstract_inverted_index":{"Depression":[0],"is":[1,135],"a":[2,36,63,127,144],"complex":[3],"mental":[4],"disease,":[5],"which":[6,17,38,142],"involves":[7],"many":[8],"factors":[9],"such":[10],"as":[11],"psychology,":[12],"physiology,":[13],"and":[14,16,42,51,54,56,71,90,119,147,158],"society,":[15],"causes":[18],"harm":[19],"to":[20,23],"society.":[21],"Up":[22],"now,":[24],"there":[25],"are":[26],"no":[27],"valuable":[28],"biomarkers":[29],"for":[30,150],"clinical":[31,152],"diagnosis.":[32,153],"This":[33],"research":[34],"constructed":[35],"dataset,":[37],"includes":[39,62],"calm,":[40],"sad,":[41],"happy":[43],"facial":[44,85,97,117],"expressions":[45],"from":[46,137],"both":[47],"patients":[48],"with":[49,99],"depression":[50,113,133],"normal":[52,140],"people,":[53,141],"classification":[55,114],"visualization":[57],"of":[58,83,112,132,139,160,166],"depression.":[59],"The":[60,104],"network":[61],"dual-scale":[64,79],"convolution":[65,80],"module,":[66],"adaptive":[67,92],"channel":[68,93],"attentional":[69],"mechanism,":[70],"gradient":[72,121],"class":[73,122],"activation":[74,123],"mapping":[75,124],"technique.":[76],"In":[77],"which,":[78],"captures":[81,95],"features":[82],"the":[84,91,96,100,110,151,156,164],"region":[86,98],"at":[87],"different":[88,136],"scales":[89],"attention":[94],"most":[101],"significant":[102],"features.":[103],"results":[105],"show":[106],"that":[107,134,138],"we":[108],"improve":[109],"performance":[111],"based":[115],"on":[116],"information,":[118],"recruit":[120],"technique":[125],"obtaining":[126],"specific":[128],"visual":[129],"face":[130],"pattern":[131],"provides":[143],"potential":[145],"interpretable":[146],"discriminant":[148],"evidence":[149],"Thereby,":[154],"promoting":[155],"development":[157],"application":[159],"artificial":[161],"intelligence":[162],"in":[163],"field":[165],"psychiatry.":[167]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":25}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
