{"id":"https://openalex.org/W7126116850","doi":"https://doi.org/10.1109/bibm66473.2025.11357131","title":"CoMe: Contrastive Learning-based Mental Disorder Recognition with Wearable Multimodal Physiological Data","display_name":"CoMe: Contrastive Learning-based Mental Disorder Recognition with Wearable Multimodal Physiological Data","publication_year":2025,"publication_date":"2025-12-15","ids":{"openalex":"https://openalex.org/W7126116850","doi":"https://doi.org/10.1109/bibm66473.2025.11357131"},"language":null,"primary_location":{"id":"doi:10.1109/bibm66473.2025.11357131","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm66473.2025.11357131","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-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/A5124224786","display_name":"Yulan Li","orcid":null},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yulan Li","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen University"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124293108","display_name":"Shuo Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuo Jin","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen University"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124225757","display_name":"Kaishun Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaishun Wu","raw_affiliation_strings":["Information Hub, Hong Kong University of Science and Technology (Guangzhou)"],"affiliations":[{"raw_affiliation_string":"Information Hub, Hong Kong University of Science and Technology (Guangzhou)","institution_ids":["https://openalex.org/I37987034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100525917","display_name":"Changhe Fan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210161139","display_name":"Second Affiliated Hospital of Shandong University of TCM","ror":"https://ror.org/057bhmh42","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161139"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changhe Fan","raw_affiliation_strings":["Affiliated Guangdong Second Provincial General Hospital of Jinan University,Department of Psychiatry"],"affiliations":[{"raw_affiliation_string":"Affiliated Guangdong Second Provincial General Hospital of Jinan University,Department of Psychiatry","institution_ids":["https://openalex.org/I4210161139"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025486492","display_name":"Yongpan Zou","orcid":"https://orcid.org/0000-0002-4314-6259"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongpan Zou","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen University"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5124224786"],"corresponding_institution_ids":["https://openalex.org/I180726961"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.75962859,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3788","last_page":"3793"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.3303000032901764,"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":0.3303000032901764,"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":0.2619999945163727,"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"}},{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.14399999380111694,"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/wearable-computer","display_name":"Wearable computer","score":0.7617999911308289},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.5372999906539917},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.4823000133037567},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.42170000076293945},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.39730000495910645},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.35910001397132874},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.3192000091075897}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7617999911308289},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.5372999906539917},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5368000268936157},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.4823000133037567},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44600000977516174},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.42170000076293945},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40290001034736633},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.39730000495910645},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.35910001397132874},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.336899995803833},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.33149999380111694},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.3192000091075897},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.2709999978542328},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.26759999990463257},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.2606000006198883},{"id":"https://openalex.org/C38905598","wikidata":"https://www.wikidata.org/wiki/Q2976573","display_name":"Classification of mental disorders","level":4,"score":0.2574999928474426},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.25440001487731934},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.2531999945640564},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm66473.2025.11357131","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm66473.2025.11357131","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5323462155","display_name":null,"funder_award_id":"62172286,62472366","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8982764754","display_name":null,"funder_award_id":"D25008","funder_id":"https://openalex.org/F4320336698","funder_display_name":"Overseas Expertise Introduction Center for Discipline Innovation of Food Nutrition and Human Health (111 Center)"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336698","display_name":"Overseas Expertise Introduction Center for Discipline Innovation of Food Nutrition and Human Health (111 Center)","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1524375783","https://openalex.org/W1969547130","https://openalex.org/W2015278509","https://openalex.org/W2043705607","https://openalex.org/W2132322340","https://openalex.org/W2143002682","https://openalex.org/W2170332928","https://openalex.org/W2965136811","https://openalex.org/W3108655343","https://openalex.org/W3113624292","https://openalex.org/W3115968411","https://openalex.org/W3121117531","https://openalex.org/W3190152617","https://openalex.org/W4226108911","https://openalex.org/W4284883257","https://openalex.org/W4289550913","https://openalex.org/W4294891734","https://openalex.org/W4386222461","https://openalex.org/W4386826785","https://openalex.org/W4392503818","https://openalex.org/W4412536689"],"related_works":[],"abstract_inverted_index":{"Mental":[0],"disorders":[1],"are":[2],"increasingly":[3],"prevalent,":[4],"requiring":[5],"timely":[6],"and":[7,17,45,68,92,101,106,138,141,155,162],"accurate":[8],"recognition.":[9],"Existing":[10],"methods":[11],"often":[12],"depend":[13],"on":[14],"specialized":[15],"devices":[16,60],"single-modality":[18],"public":[19],"datasets,":[20],"limiting":[21],"their":[22],"ability":[23],"to":[24,61,71,88],"identify":[25],"diverse":[26],"mental":[27,30,77,118],"disorders.":[28,78],"Multiclass":[29],"disorder":[31],"recognition":[32,149],"(MDR)":[33],"faces":[34],"challenges":[35,96],"such":[36],"as":[37],"limited":[38],"labeled":[39,99],"data,":[40],"overlapping":[41],"symptoms":[42],"among":[43],"disorders,":[44,161],"significant":[46],"individual":[47],"variability.":[48],"This":[49],"paper":[50],"introduces":[51],"CoMe,":[52],"a":[53,81,143],"system":[54],"that":[55],"leverages":[56],"low-cost,":[57],"ubiquitous":[58],"wearable":[59],"collect":[62],"multimodal":[63,82],"physiological":[64],"signals,":[65],"enabling":[66],"real-time":[67,117],"daily":[69,122],"monitoring":[70,120],"support":[72],"the":[73],"early":[74],"detection":[75],"of":[76,97,151],"CoMe":[79,109,146],"employs":[80],"residual":[83],"fusion":[84],"contrastive":[85],"learning":[86],"framework":[87],"extract":[89],"both":[90,136],"modality-specific":[91],"cross-modality":[93],"knowledge,":[94],"addressing":[95],"sparse":[98],"data":[100],"symptom":[102],"overlap.":[103],"Through":[104],"self-supervised":[105,137],"supervised":[107,139],"fine-tuning,":[108],"personalizes":[110],"models":[111],"for":[112,157],"new":[113],"users,":[114],"facilitating":[115],"accurate,":[116],"status":[119],"in":[121],"life.":[123],"Validation":[124],"with":[125],"74":[126],"participants":[127],"demonstrates":[128],"CoMe's":[129],"superior":[130],"performance":[131],"under":[132],"low-data":[133],"conditions,":[134],"outperforming":[135],"baselines,":[140],"surpassing":[142],"state-of-the-art":[144],"method.":[145],"achieves":[147],"average":[148],"accuracies":[150],"84.5%,":[152],"85.36%,":[153],"83.25%,":[154],"83.54%":[156],"depression,":[158],"anxiety,":[159],"bipolar":[160],"control":[163],"group,":[164],"respectively.":[165]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2026-01-30T00:00:00"}