{"id":"https://openalex.org/W4406260051","doi":"https://doi.org/10.1109/bibm62325.2024.10821891","title":"Bimodality Approach to Mental Disorder Diagnosis via Dual-pathway Fusion Perceptual Network","display_name":"Bimodality Approach to Mental Disorder Diagnosis via Dual-pathway Fusion Perceptual Network","publication_year":2024,"publication_date":"2024-12-03","ids":{"openalex":"https://openalex.org/W4406260051","doi":"https://doi.org/10.1109/bibm62325.2024.10821891"},"language":"en","primary_location":{"id":"doi:10.1109/bibm62325.2024.10821891","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10821891","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 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/A5003166392","display_name":"Ruipeng Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruipeng Xu","raw_affiliation_strings":["University of Science and Technology of China,Institute of Advanced Technology Institute of Artificial Intelligence, Hefei Comprehensive National Science Center,Hefei,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,Institute of Advanced Technology Institute of Artificial Intelligence, Hefei Comprehensive National Science Center,Hefei,China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112412794","display_name":"Shuoqiu Gan","orcid":"https://orcid.org/0000-0002-8821-346X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shuoqiu Gan","raw_affiliation_strings":["Institute of Artificial Intelligence,Hefei Comprehensive National Science Center,Hefei,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence,Hefei Comprehensive National Science Center,Hefei,China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101902561","display_name":"Feng Zhao","orcid":"https://orcid.org/0000-0003-3788-4455"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Zhao","raw_affiliation_strings":["University of Science and Technology of China,School of Information Science and Technology,Hefei,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China,School of Information Science and Technology,Hefei,China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005277049","display_name":"Zhentao Zuo","orcid":"https://orcid.org/0000-0002-5909-3884"},"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/I4210112540","display_name":"Institute of Biophysics","ror":"https://ror.org/01tyv8576","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112540"]},{"id":"https://openalex.org/I4391767814","display_name":"State Key Laboratory of Brain and Cognitive Science","ror":"https://ror.org/048wy7h78","country_code":null,"type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112540","https://openalex.org/I4391767814"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhentao Zuo","raw_affiliation_strings":["University of the Chinese Academy of Sciences,State Key Laboratory of Brain and Cognitive Science, Institute of Biophysics, Chinese Academy of Sciences,College of Life Sciences,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of the Chinese Academy of Sciences,State Key Laboratory of Brain and Cognitive Science, Institute of Biophysics, Chinese Academy of Sciences,College of Life Sciences,Beijing,China","institution_ids":["https://openalex.org/I4210112540","https://openalex.org/I19820366","https://openalex.org/I4391767814"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5093666850","display_name":"Tiangang Zhou","orcid":"https://orcid.org/0009-0005-1005-5106"},"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/I4210112540","display_name":"Institute of Biophysics","ror":"https://ror.org/01tyv8576","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112540"]},{"id":"https://openalex.org/I4391767814","display_name":"State Key Laboratory of Brain and Cognitive Science","ror":"https://ror.org/048wy7h78","country_code":null,"type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112540","https://openalex.org/I4391767814"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tiangang Zhou","raw_affiliation_strings":["University of the Chinese Academy of Sciences,State Key Laboratory of Brain and Cognitive Science, Institute of Biophysics, Chinese Academy of Sciences,College of Life Sciences Institute of Artificial Intelligence, Hefei Comprehensive National Science Center,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of the Chinese Academy of Sciences,State Key Laboratory of Brain and Cognitive Science, Institute of Biophysics, Chinese Academy of Sciences,College of Life Sciences Institute of Artificial Intelligence, Hefei Comprehensive National Science Center,Beijing,China","institution_ids":["https://openalex.org/I4210112540","https://openalex.org/I19820366","https://openalex.org/I4391767814"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.24899549,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1275","last_page":"1282"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.8664000034332275,"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"}},"topics":[{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.8664000034332275,"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"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.8287000060081482,"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"}},{"id":"https://openalex.org/T13062","display_name":"Cognitive Computing and Networks","score":0.8237000107765198,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/bimodality","display_name":"Bimodality","score":0.873491108417511},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.7067850828170776},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5906537771224976},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.5578191876411438},{"id":"https://openalex.org/keywords/dual-diagnosis","display_name":"Dual diagnosis","score":0.4812209904193878},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43541592359542847},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.30941420793533325},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.2324860692024231},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.15011322498321533},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.10791730880737305}],"concepts":[{"id":"https://openalex.org/C2779287300","wikidata":"https://www.wikidata.org/wiki/Q4913752","display_name":"Bimodality","level":3,"score":0.873491108417511},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.7067850828170776},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5906537771224976},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.5578191876411438},{"id":"https://openalex.org/C2777955769","wikidata":"https://www.wikidata.org/wiki/Q2914812","display_name":"Dual diagnosis","level":3,"score":0.4812209904193878},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43541592359542847},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.30941420793533325},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.2324860692024231},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.15011322498321533},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.10791730880737305},{"id":"https://openalex.org/C98444146","wikidata":"https://www.wikidata.org/wiki/Q318","display_name":"Galaxy","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm62325.2024.10821891","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10821891","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Gender equality","id":"https://metadata.un.org/sdg/5","score":0.4399999976158142}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320322108","display_name":"Ministry of Science and Technology","ror":"https://ror.org/032e49973"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1573926077","https://openalex.org/W1787224781","https://openalex.org/W2035867186","https://openalex.org/W2050729386","https://openalex.org/W2091033807","https://openalex.org/W2109862116","https://openalex.org/W2113506774","https://openalex.org/W2132665267","https://openalex.org/W2896018094","https://openalex.org/W2919115771","https://openalex.org/W2962858109","https://openalex.org/W2967967941","https://openalex.org/W2986670728","https://openalex.org/W3018300137","https://openalex.org/W3030790048","https://openalex.org/W3046162593","https://openalex.org/W3048396787","https://openalex.org/W3121045849","https://openalex.org/W3177828909","https://openalex.org/W4211145950","https://openalex.org/W4213231686","https://openalex.org/W4214497419","https://openalex.org/W4214947098","https://openalex.org/W4382934641","https://openalex.org/W4385245566","https://openalex.org/W6679082059","https://openalex.org/W6746587748"],"related_works":["https://openalex.org/W4309930498","https://openalex.org/W2034934940","https://openalex.org/W1522490345","https://openalex.org/W4285393421","https://openalex.org/W2547842395","https://openalex.org/W1488721040","https://openalex.org/W70632556","https://openalex.org/W1589922963","https://openalex.org/W2088861567","https://openalex.org/W2417222720"],"abstract_inverted_index":{"Neuroimaging":[0],"technologies":[1],"such":[2],"as":[3],"functional":[4,81],"MRI":[5],"(fMRI)":[6],"are":[7],"used":[8],"for":[9,23,160,172,230],"studying":[10],"the":[11,42,90,97,106,129,134,145,151,158,170,194,199,203,209,218],"neural":[12],"mechanisms":[13],"underlying":[14],"mental":[15],"disorders.":[16],"Deep":[17],"learning":[18],"models":[19],"offer":[20],"promising":[21],"solutions":[22],"analyzing":[24],"neuroimaging":[25],"data.":[26,48],"However,":[27],"singlemodality":[28],"methods":[29,37],"suffer":[30],"from":[31,67,128],"performance":[32],"bottle-necks,":[33],"while":[34],"existing":[35],"multi-modality":[36],"fail":[38],"to":[39,76,165,177],"fully":[40],"utilize":[41],"complimentary":[43],"information":[44],"between":[45],"different":[46],"modality":[47],"We":[49,138],"proposed":[50,141],"a":[51,111,116],"dual-pathway":[52],"fusion":[53,117],"perceptual":[54],"(DP-FP)":[55],"network":[56,91,143],"that":[57],"leverages":[58],"multi-stage":[59],"attentional":[60],"perception,":[61],"effectively":[62],"distinguishing":[63],"psychiatric":[64],"disorder":[65],"patients":[66],"healthy":[68],"controls.":[69],"Specifically,":[70],"DP-FP":[71,142,190,223,235],"consists":[72],"of":[73,99,108,125,136,206,221],"two":[74,130],"pathways":[75,131],"receive":[77],"time":[78],"course":[79],"and":[80,115,132,150,185,197,208,214,233],"connection":[82],"inputs":[83],"respectively.":[84],"Self-attentive":[85],"modules":[86],"were":[87,119,183],"introduced":[88],"into":[89,243],"structure,":[92],"which":[93,121],"not":[94],"only":[95],"enhance":[96],"capability":[98],"fine-grained":[100],"feature":[101,126],"extraction,":[102],"but":[103],"also":[104,236],"improve":[105],"interpretability":[107],"model.":[109],"Furthermore,":[110],"coarse":[112],"perception":[113],"module":[114],"strategy":[118],"proposed,":[120],"achieved":[122,224],"deep":[123],"integration":[124],"representations":[127],"optimized":[133],"complementarity":[135],"information.":[137],"validated":[139],"our":[140],"using":[144],"public":[146,152],"schizophrenia":[147,162,232],"dataset":[148,154],"(COBRE)":[149],"autism":[153,174],"(ABIDE).":[155],"On":[156,168],"COBRE,":[157],"accuracy":[159,171,226],"predicting":[161,173],"was":[163,175],"found":[164,176],"be":[166,178],"87.6%.":[167],"ABIDE,":[169],"71.1%.":[179],"Group-discriminative":[180],"brain":[181],"regions":[182],"attributed":[184],"visualized":[186],"through":[187],"gradient-based":[188],"interpretation.":[189],"focused":[191],"more":[192],"on":[193,227],"paracentral":[195],"lobe":[196,213],"near":[198],"angular":[200,215],"gyrus":[201,216],"in":[202,217],"diagnostic":[204],"task":[205,220],"schizophrenia,":[207],"frontal":[210],"lobe,":[211],"temporal":[212],"di-agnostic":[219],"autism.":[222,234],"state-of-the-art":[225],"benchmark":[228],"datasets":[229],"both":[231],"offers":[237],"high":[238],"interpretability,":[239],"providing":[240],"novel":[241],"insights":[242],"exploring":[244],"pathological":[245],"mechanisms.":[246]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
