{"id":"https://openalex.org/W4410296806","doi":"https://doi.org/10.1109/isbi60581.2025.10980746","title":"Multi-Modal Fusion Network Integrating Imaging and Clinical Tabular Data for Alzheimer's Disease Classification","display_name":"Multi-Modal Fusion Network Integrating Imaging and Clinical Tabular Data for Alzheimer's Disease Classification","publication_year":2025,"publication_date":"2025-04-14","ids":{"openalex":"https://openalex.org/W4410296806","doi":"https://doi.org/10.1109/isbi60581.2025.10980746"},"language":"en","primary_location":{"id":"doi:10.1109/isbi60581.2025.10980746","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10980746","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)","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/A5024664086","display_name":"Wenzheng Hu","orcid":"https://orcid.org/0000-0002-1115-8175"},"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":"Wenzheng Hu","raw_affiliation_strings":["School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University,National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging"],"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University,National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000194892","display_name":"Zhenghua Guan","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":"Zhenghua Guan","raw_affiliation_strings":["School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University,National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging"],"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University,National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014818266","display_name":"Nina Cheng","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":"Nina Cheng","raw_affiliation_strings":["School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University,National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging"],"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University,National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027915615","display_name":"Ao Zhang","orcid":"https://orcid.org/0000-0002-3629-5619"},"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":"Ao Zhang","raw_affiliation_strings":["School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University,National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging"],"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University,National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100330491","display_name":"Yi Liu","orcid":"https://orcid.org/0000-0002-1298-492X"},"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":"Yi Liu","raw_affiliation_strings":["School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University,National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging"],"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University,National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102738457","display_name":"Tianfu Wang","orcid":"https://orcid.org/0000-0002-4386-3354"},"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":"Tianfu Wang","raw_affiliation_strings":["School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University,National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging"],"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University,National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001212991","display_name":"Baiying Lei","orcid":"https://orcid.org/0000-0002-3087-2550"},"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":"Baiying Lei","raw_affiliation_strings":["School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University,National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging"],"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University,National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5024664086"],"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":0.15862534,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T10862","display_name":"AI in cancer detection","score":0.9139999747276306,"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/computer-science","display_name":"Computer science","score":0.6457443237304688},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.6392112374305725},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.5602965950965881},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5032348036766052},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.42941954731941223},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3341810703277588},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.0535849928855896}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6457443237304688},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.6392112374305725},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.5602965950965881},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5032348036766052},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.42941954731941223},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3341810703277588},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0535849928855896},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi60581.2025.10980746","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10980746","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2418439794","display_name":null,"funder_award_id":"U22A2024,62171312,62271328","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2122328291","https://openalex.org/W2146089088","https://openalex.org/W2194775991","https://openalex.org/W2884585870","https://openalex.org/W4324309277","https://openalex.org/W4385245566","https://openalex.org/W4388297464"],"related_works":["https://openalex.org/W2379392295","https://openalex.org/W3160965418","https://openalex.org/W613940353","https://openalex.org/W2320915480","https://openalex.org/W2099421762","https://openalex.org/W2132659060","https://openalex.org/W2031992971","https://openalex.org/W3214791684","https://openalex.org/W3204019825","https://openalex.org/W2152662039"],"abstract_inverted_index":{"Accurate":[0],"diagnosis":[1],"of":[2,9,33,44,57],"Alzheimer's":[3],"disease":[4],"relies":[5],"on":[6],"the":[7,34,45,54,97],"integration":[8],"multimodal":[10,102],"data,":[11],"with":[12,124],"imaging":[13,77,135],"providing":[14],"structural":[15,74],"and":[16,19,51,64,78,107,112,127,134],"functional":[17],"insights,":[18],"clinical":[20,49,133],"tabular":[21],"data":[22,50,136],"capturing":[23],"patient-specific":[24],"variables.":[25],"Together,":[26],"these":[27,84,93],"sources":[28],"offer":[29],"a":[30,101],"comprehensive":[31],"view":[32],"disease.":[35],"However,":[36],"traditional":[37],"approaches":[38],"often":[39,86],"fail":[40],"to":[41,69,137],"take":[42],"advantage":[43],"complex":[46],"relationships":[47],"between":[48,132],"neuroimaging,":[52],"limiting":[53],"effective":[55],"use":[56],"complementary":[58],"information.":[59],"Common":[60],"methods":[61,85],"for":[62],"spatial":[63,106],"channel":[65,108],"feature":[66],"extraction":[67],"struggle":[68],"capture":[70],"deeper":[71],"interactions":[72,131],"within":[73],"magnetic":[75],"resonance":[76],"positron":[79],"emission":[80],"tomography":[81],"data.":[82],"Additionally,":[83],"overlook":[87],"critical":[88],"intermodality":[89],"relationships.":[90],"To":[91],"address":[92],"challenges,":[94],"we":[95],"propose":[96],"image-table":[98,121],"cross-merging":[99],"network,":[100],"framework":[103,117],"that":[104],"integrates":[105],"features":[109],"from":[110],"sMRI":[111],"PET":[113],"via":[114],"cross-attention.":[115],"The":[116],"employs":[118],"an":[119],"innovative":[120],"fusion":[122],"module":[123],"multilayer":[125],"cross-attention":[126],"self-attention,":[128],"enabling":[129],"robust":[130],"enhance":[138],"multimodallearning.":[139],"Experimental":[140],"results":[141],"demonstrate":[142],"significant":[143],"improvements":[144],"in":[145],"AD":[146],"classification":[147],"accuracy,":[148],"highlighting":[149],"its":[150],"diagnostic":[151],"effectiveness.":[152]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}