{"id":"https://openalex.org/W4408354678","doi":"https://doi.org/10.1109/icassp49660.2025.10889539","title":"M <sup>3</sup> ADD: A Novel Benchmark for Physiology Signal-based Automatic Depression Detection with Multimodal Multitask Multievent Framework","display_name":"M <sup>3</sup> ADD: A Novel Benchmark for Physiology Signal-based Automatic Depression Detection with Multimodal Multitask Multievent Framework","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408354678","doi":"https://doi.org/10.1109/icassp49660.2025.10889539"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10889539","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889539","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5085633547","display_name":"Changzeng Fu","orcid":"https://orcid.org/0000-0003-1083-9486"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changzeng Fu","raw_affiliation_strings":["Northeastern University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101381419","display_name":"Kaifeng Su","orcid":null},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaifeng Su","raw_affiliation_strings":["Northeastern University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108211193","display_name":"Yikai Su","orcid":null},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yikai Su","raw_affiliation_strings":["Northeastern University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108993069","display_name":"Fengkui Qian","orcid":null},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengkui Qian","raw_affiliation_strings":["Northeastern University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100396613","display_name":"Yixuan Zhang","orcid":"https://orcid.org/0000-0002-1924-9848"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yixuan Zhang","raw_affiliation_strings":["Northeastern University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101905296","display_name":"Chaoran Liu","orcid":"https://orcid.org/0000-0002-1821-5769"},"institutions":[{"id":"https://openalex.org/I184597095","display_name":"National Institute of Informatics","ror":"https://ror.org/04ksd4g47","country_code":"JP","type":"facility","lineage":["https://openalex.org/I1319490839","https://openalex.org/I184597095","https://openalex.org/I4210158934"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Chaoran Liu","raw_affiliation_strings":["National Institute of Informatics,Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Informatics,Japan","institution_ids":["https://openalex.org/I184597095"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053061988","display_name":"Siyang Song","orcid":"https://orcid.org/0000-0003-2339-5685"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Siyang Song","raw_affiliation_strings":["University of Cambridge,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge,UK","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002040992","display_name":"Le Yang","orcid":"https://orcid.org/0000-0002-6678-1781"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Le Yang","raw_affiliation_strings":["Northeastern University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034747559","display_name":"Xiaoyong Lv","orcid":null},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyong Lv","raw_affiliation_strings":["Northeastern University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007267853","display_name":"Peng Shan","orcid":"https://orcid.org/0000-0002-3274-3226"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Shan","raw_affiliation_strings":["Northeastern University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017618531","display_name":"Yuliang Zhao","orcid":"https://orcid.org/0000-0001-6760-5272"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuliang Zhao","raw_affiliation_strings":["Northeastern University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,China","institution_ids":["https://openalex.org/I9224756"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.3291,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.936407,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.8792999982833862,"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":0.8792999982833862,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.866599977016449,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7047059535980225},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6559972167015076},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.360084593296051}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7047059535980225},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6559972167015076},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.360084593296051},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10889539","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889539","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322163","display_name":"Natural Science Foundation of Hebei Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1947251450","https://openalex.org/W1976066595","https://openalex.org/W2002055708","https://openalex.org/W2056403322","https://openalex.org/W2346454595","https://openalex.org/W2530421149","https://openalex.org/W2559463885","https://openalex.org/W2731964405","https://openalex.org/W2751214333","https://openalex.org/W2981677410","https://openalex.org/W3012919764","https://openalex.org/W3094259155","https://openalex.org/W3140416091","https://openalex.org/W4225472782","https://openalex.org/W4283815599","https://openalex.org/W4285132306","https://openalex.org/W4285176735","https://openalex.org/W4312597583","https://openalex.org/W4313316139","https://openalex.org/W4319934143","https://openalex.org/W4392377367","https://openalex.org/W4397031610","https://openalex.org/W4399952015","https://openalex.org/W4404576998","https://openalex.org/W4405316148","https://openalex.org/W4409327438","https://openalex.org/W6691669583","https://openalex.org/W6869221411"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2378211422","https://openalex.org/W4321353415","https://openalex.org/W2745001401","https://openalex.org/W2130974462","https://openalex.org/W2028665553","https://openalex.org/W2086519370","https://openalex.org/W4246352526"],"abstract_inverted_index":{"The":[0],"prevalence":[1],"of":[2,43,56,70,79,90,96],"depression":[3,80,189],"is":[4,53],"escalating,":[5],"especially":[6],"among":[7,81],"youth,":[8],"which":[9,63],"has":[10],"become":[11],"a":[12,47,66,106,115,197],"critical":[13],"mental":[14],"health":[15],"concern.":[16],"Current":[17],"assessment":[18],"methods,":[19],"relying":[20],"heavily":[21],"on":[22,34],"questionnaires,":[23],"clinical":[24],"observations,":[25],"and":[26,118,124,144,159,166,174,190],"AI-driven":[27],"analyses,":[28],"are":[29,86],"limited":[30],"by":[31,183],"their":[32],"focus":[33],"single-event":[35],"data,":[36,62],"failing":[37],"to":[38,92,163,171],"encapsulate":[39],"the":[40,54,76,94],"nuanced":[41],"expressions":[42],"depressive":[44],"symptoms.":[45],"Moreover,":[46],"significant":[48],"oversight":[49],"in":[50,87,187,193],"existing":[51,181],"research":[52],"underutilization":[55],"electromyogram":[57],"(EMG)":[58],"alongside":[59],"electroencephalogram":[60],"(EEG)":[61],"could":[64],"provide":[65],"more":[67],"holistic":[68],"view":[69],"unconscious":[71],"body":[72],"behaviors.":[73],"Additionally,":[74],"given":[75],"high":[77],"variability":[78],"individuals,":[82],"traditional":[83],"analysis":[84],"models":[85,182],"urgent":[88],"need":[89],"refinement":[91],"accommodate":[93],"personality":[95],"different":[97],"individuals.":[98],"To":[99],"address":[100],"these":[101],"limitations,":[102],"we":[103],"propose":[104],"M3ADD,":[105],"novel":[107],"benchmark":[108,152],"for":[109,200],"Automatic":[110],"Depression":[111],"Detection":[112],"that":[113],"employs":[114],"Multimodal,":[116],"Multitask,":[117],"Multievent":[119],"framework.":[120],"We":[121],"collected":[122],"EEG":[123],"EMG":[125],"data":[126,176],"from":[127],"97":[128],"participants":[129],"across":[130],"varied":[131],"events":[132],"(interview,":[133],"reading":[134],"tasks,":[135],"walking),":[136],"coupled":[137],"with":[138],"standardized":[139],"questionnaires":[140],"assessing":[141,194],"depression,":[142],"wellbeing,":[143,195],"personality,":[145],"enriching":[146],"our":[147],"multitask":[148,156],"learning":[149],"approach.":[150],"Our":[151],"recognition":[153],"algorithm":[154],"leverages":[155],"learning,":[157],"channel":[158],"interactive":[160],"attention":[161],"mechanisms":[162],"synthesize":[164],"event-specific":[165],"modal-specific":[167],"features,":[168],"enhancing":[169],"adaptability":[170],"individual":[172],"differences":[173],"improving":[175],"utilization":[177],"efficiency.":[178],"M3ADD":[179],"surpasses":[180],"achieving":[184],"87%":[185],"accuracy":[186,192],"detecting":[188],"95%":[191],"providing":[196],"promising":[198],"avenue":[199],"early":[201],"identification.":[202]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
