{"id":"https://openalex.org/W4406753812","doi":"https://doi.org/10.1109/tcsvt.2025.3533480","title":"Depression Scale Dictionary Decomposition Framework for Multimodal Automatic Depression Level Prediction","display_name":"Depression Scale Dictionary Decomposition Framework for Multimodal Automatic Depression Level Prediction","publication_year":2025,"publication_date":"2025-01-23","ids":{"openalex":"https://openalex.org/W4406753812","doi":"https://doi.org/10.1109/tcsvt.2025.3533480"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2025.3533480","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3533480","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","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/A5094262973","display_name":"Mingyue Niu","orcid":"https://orcid.org/0009-0000-5133-7525"},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingyue Niu","raw_affiliation_strings":["School of Information Science and Engineering, Yanshan University, Qinhuangda, Hebei, China","School of Information Science and Engineering, Yanshan University, Qinhuangda, Hebei province, China"],"raw_orcid":"https://orcid.org/0009-0000-5133-7525","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yanshan University, Qinhuangda, Hebei, China","institution_ids":["https://openalex.org/I39333907"]},{"raw_affiliation_string":"School of Information Science and Engineering, Yanshan University, Qinhuangda, Hebei province, China","institution_ids":["https://openalex.org/I39333907"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xu Wang","orcid":"https://orcid.org/0009-0009-8692-096X"},"institutions":[{"id":"https://openalex.org/I194716290","display_name":"China Academy of Space Technology","ror":"https://ror.org/025397a59","country_code":"CN","type":"government","lineage":["https://openalex.org/I194716290","https://openalex.org/I2802615301"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Wang","raw_affiliation_strings":["Spacetime Supercomputing (Beijing) Technology Company Ltd., Beijing, China","Spacetime Supercomputing (Beijing) Technology Co., Ltd, Bejing, China"],"raw_orcid":"https://orcid.org/0009-0009-8692-096X","affiliations":[{"raw_affiliation_string":"Spacetime Supercomputing (Beijing) Technology Company Ltd., Beijing, China","institution_ids":["https://openalex.org/I194716290"]},{"raw_affiliation_string":"Spacetime Supercomputing (Beijing) Technology Co., Ltd, Bejing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100665611","display_name":"Jibing Gong","orcid":"https://orcid.org/0000-0003-4449-5845"},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jibing Gong","raw_affiliation_strings":["School of Information Science and Engineering, Yanshan University, Qinhuangda, Hebei, China","School of Information Science and Engineering, Yanshan University, Qinhuangda, Hebei province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Yanshan University, Qinhuangda, Hebei, China","institution_ids":["https://openalex.org/I39333907"]},{"raw_affiliation_string":"School of Information Science and Engineering, Yanshan University, Qinhuangda, Hebei province, China","institution_ids":["https://openalex.org/I39333907"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100395562","display_name":"Bin Liu","orcid":"https://orcid.org/0000-0003-1529-1552"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Liu","raw_affiliation_strings":["National Laboratory of Pattern Recognition (NLPR), Institute of Automation, Chinese Academy of Sciences (CASIA), Beijing, China","National Laboratory of Pattern Recognition (NLPR), Institute of Automatic Chinese Academy of Sciences (CASIA), Bejing, China"],"raw_orcid":"https://orcid.org/0000-0003-1529-1552","affiliations":[{"raw_affiliation_string":"National Laboratory of Pattern Recognition (NLPR), Institute of Automation, Chinese Academy of Sciences (CASIA), Beijing, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]},{"raw_affiliation_string":"National Laboratory of Pattern Recognition (NLPR), Institute of Automatic Chinese Academy of Sciences (CASIA), Bejing, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100744502","display_name":"Jianhua Tao","orcid":"https://orcid.org/0000-0002-0477-587X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianhua Tao","raw_affiliation_strings":["Department of Automation, Tsinghua University, Beijing, China","Department of Automation, Tsinghua University, Bejing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Automation, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Automation, Tsinghua University, Bejing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043060302","display_name":"Bj\u00f6rn W. Schuller","orcid":"https://orcid.org/0000-0002-6478-8699"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bj\u00f6rn W. Schuller","raw_affiliation_strings":["ZD.B Chair of Embedded Intelligence for Health Care and Wellbeing, University of Augsburg, Augsburg, Germany","ZD.B. Chair of Embedded Intelligence for Health Care and Wellbeing, University of Augsburg, Augsburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-6478-8699","affiliations":[{"raw_affiliation_string":"ZD.B Chair of Embedded Intelligence for Health Care and Wellbeing, University of Augsburg, Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]},{"raw_affiliation_string":"ZD.B. Chair of Embedded Intelligence for Health Care and Wellbeing, University of Augsburg, Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":27.8488,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.99706106,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"35","issue":"6","first_page":"6195","last_page":"6210"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9646999835968018,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T12488","display_name":"Mental Health via Writing","score":0.9646999835968018,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5987730026245117},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.5695071220397949},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5386607050895691},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48964816331863403},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.41329193115234375},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33635979890823364},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3258487582206726},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.10716897249221802}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5987730026245117},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.5695071220397949},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5386607050895691},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48964816331863403},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.41329193115234375},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33635979890823364},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3258487582206726},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.10716897249221802},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","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":2,"locations":[{"id":"doi:10.1109/tcsvt.2025.3533480","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3533480","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-article"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1795932","is_oa":false,"landing_page_url":"https://mediatum.ub.tum.de/1795932","pdf_url":null,"source":{"id":"https://openalex.org/S4377196330","display_name":"mediaTUM  (Technical University of Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1448168285","display_name":null,"funder_award_id":"62276259","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2615668719","display_name":null,"funder_award_id":"246Z0306G","funder_id":"https://openalex.org/F4320336743","funder_display_name":"Hubei Provincial Central Guidance Local Science and Technology Development Project"},{"id":"https://openalex.org/G6039608666","display_name":null,"funder_award_id":"2023LGQN006","funder_id":"https://openalex.org/F4320329228","funder_display_name":"Science Research Foundation of Xijing University"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329228","display_name":"Science Research Foundation of Xijing University","ror":null},{"id":"https://openalex.org/F4320336743","display_name":"Hubei Provincial Central Guidance Local Science and Technology Development Project","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W1976066595","https://openalex.org/W1988088279","https://openalex.org/W2021678994","https://openalex.org/W2027192823","https://openalex.org/W2056403322","https://openalex.org/W2084242110","https://openalex.org/W2091936017","https://openalex.org/W2095540482","https://openalex.org/W2102505790","https://openalex.org/W2346454595","https://openalex.org/W2400979883","https://openalex.org/W2530305026","https://openalex.org/W2531271152","https://openalex.org/W2592018447","https://openalex.org/W2748115049","https://openalex.org/W2803017656","https://openalex.org/W2805409402","https://openalex.org/W2907492528","https://openalex.org/W2960672642","https://openalex.org/W2977251593","https://openalex.org/W2985355520","https://openalex.org/W3003850414","https://openalex.org/W3038004684","https://openalex.org/W3094259155","https://openalex.org/W3094897602","https://openalex.org/W3152893301","https://openalex.org/W3154135515","https://openalex.org/W3154272446","https://openalex.org/W3155665398","https://openalex.org/W3178321902","https://openalex.org/W3197466182","https://openalex.org/W3203310594","https://openalex.org/W3206733826","https://openalex.org/W3215165842","https://openalex.org/W4200262469","https://openalex.org/W4206144048","https://openalex.org/W4221139382","https://openalex.org/W4225308041","https://openalex.org/W4225324845","https://openalex.org/W4285132306","https://openalex.org/W4285188301","https://openalex.org/W4285307867","https://openalex.org/W4295422770","https://openalex.org/W4310333988","https://openalex.org/W4312869699","https://openalex.org/W4312930335","https://openalex.org/W4313443450","https://openalex.org/W4313887138","https://openalex.org/W4321353437","https://openalex.org/W4368232813","https://openalex.org/W4375929004","https://openalex.org/W4384519140","https://openalex.org/W4385571916","https://openalex.org/W4385823099","https://openalex.org/W4386374821","https://openalex.org/W4386424478","https://openalex.org/W4388820247","https://openalex.org/W4389195633","https://openalex.org/W4390166761","https://openalex.org/W4392543666","https://openalex.org/W4393241163","https://openalex.org/W4399143521","https://openalex.org/W4399517994","https://openalex.org/W4400062066","https://openalex.org/W4400907075","https://openalex.org/W4403791559","https://openalex.org/W6691669583","https://openalex.org/W6755964169","https://openalex.org/W6791353385","https://openalex.org/W6792915966","https://openalex.org/W6842588863"],"related_works":["https://openalex.org/W2380059383","https://openalex.org/W4224278052","https://openalex.org/W2063679720","https://openalex.org/W2031856784","https://openalex.org/W2018218513","https://openalex.org/W2961085424","https://openalex.org/W2185495545","https://openalex.org/W2075046161","https://openalex.org/W2385335131","https://openalex.org/W2067481825"],"abstract_inverted_index":{"Currently,":[0],"many":[1],"researchers":[2],"aim":[3],"to":[4,21,31,34,58,81,122,133,136,167,174],"achieve":[5,168],"automatic":[6],"depression":[7,35,42,77,88,120,137,146,182],"level":[8],"prediction":[9],"via":[10],"speech":[11],"and":[12,24,32,66,102,126,134,141,156,164,177,191],"video":[13,25,127,178],"behavior":[14],"analysis.":[15],"However,":[16],"previous":[17,45],"works":[18,46],"have":[19],"struggled":[20],"decompose":[22,124],"audio":[23,125,176],"sequences":[26,128,179],"into":[27,129],"the":[28,38,61,67,82,114,119,130,151,158],"information":[29,131],"related":[30,132],"unrelated":[33,135],"scores,":[36],"hindering":[37],"model\u2019s":[39],"perception":[40],"of":[41,154],"cues.":[43,78],"Besides,":[44],"implement":[47],"multimodal":[48],"fusion":[49],"using":[50],"attention":[51],"mechanisms":[52],"or":[53],"linear":[54,162],"layers,":[55],"but":[56],"failed":[57],"simultaneously":[59],"consider":[60],"Euclidean":[62],"relationship":[63,69],"among":[64,70],"tokens":[65,155],"non-Euclidean":[68],"channels,":[71,157],"which":[72,93,171],"bring":[73],"limitations":[74],"in":[75],"capturing":[76],"In":[79],"response":[80],"above":[83],"issues,":[84],"we":[85],"propose":[86],"a":[87,96,103],"scale":[89,121],"dictionary":[90],"decomposition":[91],"framework,":[92],"mainly":[94],"includes":[95],"Bidirectional":[97,104],"Dictionary":[98],"Decomposition":[99],"(BDD)":[100],"module":[101,111,160],"Multimodal":[105],"Fusion":[106],"(BMF)":[107],"module.":[108],"The":[109,184],"BDD":[110],"can":[112],"use":[113],"dictionaries":[115],"generated":[116],"based":[117],"on":[118,186],"semantically":[123],"scores":[138],"along":[139],"token":[140],"channel":[142],"dimensions":[143],"for":[144,180],"promoting":[145],"cue":[147],"perception.":[148],"Moreover,":[149],"considering":[150],"respective":[152],"characteristics":[153],"BMF":[159],"uses":[161],"layers":[163],"graph":[165],"convolution":[166],"cross-modal":[169],"mixing,":[170],"is":[172],"used":[173],"aggregate":[175],"predicting":[181],"levels.":[183],"validation":[185],"AVEC":[187,189],"2013,":[188],"2014":[190],"DAIC-WOZ":[192],"datasets":[193],"demonstrates":[194],"our":[195],"method\u2019s":[196],"superiority.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":12}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
