{"id":"https://openalex.org/W7118869889","doi":"https://doi.org/10.3390/jimaging12010029","title":"DynMultiDep: A Dynamic Multimodal Fusion and Multi-Scale Time Series Modeling Approach for Depression Detection","display_name":"DynMultiDep: A Dynamic Multimodal Fusion and Multi-Scale Time Series Modeling Approach for Depression Detection","publication_year":2026,"publication_date":"2026-01-06","ids":{"openalex":"https://openalex.org/W7118869889","doi":"https://doi.org/10.3390/jimaging12010029","pmid":"https://pubmed.ncbi.nlm.nih.gov/41590914"},"language":"en","primary_location":{"id":"doi:10.3390/jimaging12010029","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging12010029","pdf_url":"https://www.mdpi.com/2313-433X/12/1/29/pdf?version=1767703138","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2313-433X/12/1/29/pdf?version=1767703138","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5122183371","display_name":"Jincheng Li","orcid":null},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jincheng Li","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Nantong University, Nantong 226019, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Nantong University, Nantong 226019, China","institution_ids":["https://openalex.org/I199305430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122067238","display_name":"Menglin Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Menglin Zheng","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Nantong University, Nantong 226019, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Nantong University, Nantong 226019, China","institution_ids":["https://openalex.org/I199305430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122294100","display_name":"Jiongyi Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiongyi Yang","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Nantong University, Nantong 226019, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Nantong University, Nantong 226019, China","institution_ids":["https://openalex.org/I199305430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085512789","display_name":"Yihui Zhan","orcid":null},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yihui Zhan","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Nantong University, Nantong 226019, China"],"raw_orcid":"https://orcid.org/0009-0000-4766-1461","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Nantong University, Nantong 226019, China","institution_ids":["https://openalex.org/I199305430"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103124477","display_name":"Xing Xie","orcid":"https://orcid.org/0009-0001-5911-2301"},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xing Xie","raw_affiliation_strings":["Engineering Training Center, Nantong University, Nantong 226019, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Training Center, Nantong University, Nantong 226019, China","institution_ids":["https://openalex.org/I199305430"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5103124477"],"corresponding_institution_ids":["https://openalex.org/I199305430"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.02779024,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"1","first_page":"29","last_page":"29"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.3025999963283539,"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":0.3025999963283539,"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"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.22990000247955322,"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/T11519","display_name":"Digital Mental Health Interventions","score":0.15629999339580536,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/fusion","display_name":"Fusion","score":0.5557000041007996},{"id":"https://openalex.org/keywords/complementarity","display_name":"Complementarity (molecular biology)","score":0.5525000095367432},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.5094000101089478},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.38179999589920044},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.2953000068664551},{"id":"https://openalex.org/keywords/fusion-mechanism","display_name":"Fusion mechanism","score":0.2856999933719635},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.28360000252723694}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7965999841690063},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5805000066757202},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5557000041007996},{"id":"https://openalex.org/C202269582","wikidata":"https://www.wikidata.org/wiki/Q2644277","display_name":"Complementarity (molecular biology)","level":2,"score":0.5525000095367432},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.5094000101089478},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44510000944137573},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.38179999589920044},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3571999967098236},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.2953000068664551},{"id":"https://openalex.org/C173414695","wikidata":"https://www.wikidata.org/wiki/Q5510276","display_name":"Fusion mechanism","level":4,"score":0.2856999933719635},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.28360000252723694},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.2766999900341034},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.26820001006126404},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.26809999346733093},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.25859999656677246},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.2563999891281128},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.2556999921798706},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.2549999952316284},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2506999969482422}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/jimaging12010029","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging12010029","pdf_url":"https://www.mdpi.com/2313-433X/12/1/29/pdf?version=1767703138","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},{"id":"pmid:41590914","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41590914","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of imaging","raw_type":null},{"id":"pmh:oai:doaj.org/article:1088cf22720a461f8ddaa408f858e9ef","is_oa":true,"landing_page_url":"https://doaj.org/article/1088cf22720a461f8ddaa408f858e9ef","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Imaging, Vol 12, Iss 1, p 29 (2026)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12842938","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12842938/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Imaging","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/jimaging12010029","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging12010029","pdf_url":"https://www.mdpi.com/2313-433X/12/1/29/pdf?version=1767703138","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7277206778526306,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321605","display_name":"Government of Jiangsu Province","ror":"https://ror.org/004svx814"},{"id":"https://openalex.org/F4320323090","display_name":"Nantong University","ror":"https://ror.org/02afcvw97"},{"id":"https://openalex.org/F4320327794","display_name":"Qinglan Project of Jiangsu Province of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7118869889.pdf","grobid_xml":"https://content.openalex.org/works/W7118869889.grobid-xml"},"referenced_works_count":61,"referenced_works":["https://openalex.org/W200356231","https://openalex.org/W1543613740","https://openalex.org/W1892403428","https://openalex.org/W1966898881","https://openalex.org/W1981459039","https://openalex.org/W2010632490","https://openalex.org/W2064120692","https://openalex.org/W2071670008","https://openalex.org/W2085594050","https://openalex.org/W2110004174","https://openalex.org/W2114613490","https://openalex.org/W2289258206","https://openalex.org/W2530421149","https://openalex.org/W2558919063","https://openalex.org/W2584561145","https://openalex.org/W2763120473","https://openalex.org/W2912292962","https://openalex.org/W2944851425","https://openalex.org/W2957148965","https://openalex.org/W2963608065","https://openalex.org/W2963702064","https://openalex.org/W2964010806","https://openalex.org/W3003417734","https://openalex.org/W3007075806","https://openalex.org/W3019763486","https://openalex.org/W3030135760","https://openalex.org/W3080935714","https://openalex.org/W3109022689","https://openalex.org/W3139633126","https://openalex.org/W3160936371","https://openalex.org/W3167116376","https://openalex.org/W3182607842","https://openalex.org/W3199956316","https://openalex.org/W3201200719","https://openalex.org/W3205969292","https://openalex.org/W3212650494","https://openalex.org/W4200206491","https://openalex.org/W4200282594","https://openalex.org/W4206232911","https://openalex.org/W4212824777","https://openalex.org/W4236061201","https://openalex.org/W4285393663","https://openalex.org/W4300981272","https://openalex.org/W4312701025","https://openalex.org/W4312726009","https://openalex.org/W4319083668","https://openalex.org/W4323519771","https://openalex.org/W4372342073","https://openalex.org/W4385763767","https://openalex.org/W4385822405","https://openalex.org/W4386760055","https://openalex.org/W4389301963","https://openalex.org/W4391289726","https://openalex.org/W4391713997","https://openalex.org/W4391892457","https://openalex.org/W4397019106","https://openalex.org/W4402221345","https://openalex.org/W4404646344","https://openalex.org/W4405642781","https://openalex.org/W4408352824","https://openalex.org/W4409095493"],"related_works":[],"abstract_inverted_index":{"Depression":[0],"is":[1],"a":[2,8,64,125],"prevalent":[3],"mental":[4],"disorder":[5],"that":[6,45,157],"imposes":[7],"significant":[9],"public":[10],"health":[11],"burden":[12],"worldwide.":[13],"Although":[14],"multimodal":[15,66],"detection":[16,68,164],"methods":[17,162],"have":[18],"shown":[19],"potential,":[20],"existing":[21,160],"techniques":[22],"still":[23],"face":[24],"two":[25,167],"critical":[26,141],"bottlenecks:":[27],"(i)":[28],"insufficient":[29],"integration":[30],"of":[31,84],"global":[32],"patterns":[33],"and":[34,40,53,94,112,136,144],"local":[35],"fluctuations":[36],"in":[37,87,163],"long-sequence":[38],"modeling":[39,75],"(ii)":[41],"static":[42],"fusion":[43,79,123],"strategies":[44,148],"fail":[46],"to":[47,50,107,116],"dynamically":[48],"adapt":[49],"the":[51,130],"complementarity":[52],"redundancy":[54],"among":[55],"modalities.":[56],"To":[57],"address":[58],"these":[59],"challenges,":[60],"this":[61],"paper":[62],"proposes":[63],"dynamic":[65,119,138],"depression":[67,171],"framework,":[69],"DynMultiDep,":[70],"which":[71],"combines":[72],"multi-scale":[73],"temporal":[74],"with":[76],"an":[77],"adaptive":[78,122],"mechanism.":[80,128],"The":[81,153],"core":[82],"innovations":[83],"DynMultiDep":[85,158],"lie":[86],"its":[88],"Multi-scale":[89],"Temporal":[90],"Experts":[91],"Module":[92],"(MTEM)":[93],"Dynamic":[95],"Multimodal":[96],"Fusion":[97],"module":[98],"(DynMM).":[99],"On":[100,129],"one":[101],"hand,":[102,132],"MTEM":[103],"employs":[104],"Mamba":[105],"experts":[106],"extract":[108],"long-term":[109],"trend":[110],"features":[111],"utilizes":[113],"local-window":[114],"Transformers":[115],"capture":[117],"short-term":[118],"fluctuations,":[120],"achieving":[121],"through":[124],"long-short":[126],"routing":[127],"other":[131],"DynMM":[133],"introduces":[134],"modality-level":[135],"fusion-level":[137],"decision-making,":[139],"selecting":[140],"modality":[142],"paths":[143],"optimizing":[145],"cross-modal":[146],"interaction":[147],"based":[149],"on":[150,166],"input":[151],"characteristics.":[152],"experimental":[154],"results":[155],"demonstrate":[156],"outperforms":[159],"state-of-the-art":[161],"performance":[165],"widely":[168],"used":[169],"large-scale":[170],"datasets.":[172]},"counts_by_year":[],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2026-01-08T00:00:00"}
