{"id":"https://openalex.org/W4401750777","doi":"https://doi.org/10.1109/isbi56570.2024.10635378","title":"A Multi-Modal and Multi-View Fusion Network for BI-RADS Five-Classification of Breast Tumors","display_name":"A Multi-Modal and Multi-View Fusion Network for BI-RADS Five-Classification of Breast Tumors","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4401750777","doi":"https://doi.org/10.1109/isbi56570.2024.10635378"},"language":"en","primary_location":{"id":"doi:10.1109/isbi56570.2024.10635378","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi56570.2024.10635378","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","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/A5111296945","display_name":"Huiru Ming","orcid":null},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiru Ming","raw_affiliation_strings":["Zhengzhou University,Zhengzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhengzhou University,Zhengzhou,China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100698158","display_name":"Lei Yang","orcid":"https://orcid.org/0000-0003-0246-4741"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Yang","raw_affiliation_strings":["Zhengzhou University,Zhengzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhengzhou University,Zhengzhou,China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100678189","display_name":"Ming\u2010Hui Chen","orcid":"https://orcid.org/0000-0003-1935-2447"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minghui Chen","raw_affiliation_strings":["Zhengzhou University,Zhengzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhengzhou University,Zhengzhou,China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019133776","display_name":"Suya Han","orcid":"https://orcid.org/0009-0003-9075-8818"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Suya Han","raw_affiliation_strings":["Zhengzhou University,Zhengzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhengzhou University,Zhengzhou,China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100409276","display_name":"Hongwei Xu","orcid":"https://orcid.org/0000-0002-0470-705X"},"institutions":[{"id":"https://openalex.org/I4210113613","display_name":"Fifth Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/01wfgh551","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210113613"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongwei Xu","raw_affiliation_strings":["The Fifth Affiliated Hospital of Zhengzhou University,Zhengzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Fifth Affiliated Hospital of Zhengzhou University,Zhengzhou,China","institution_ids":["https://openalex.org/I4210113613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005968703","display_name":"Ling Ma","orcid":"https://orcid.org/0000-0002-1797-0930"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ling Ma","raw_affiliation_strings":["Zhengzhou University,Zhengzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhengzhou University,Zhengzhou,China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025140071","display_name":"Xin Zhao","orcid":"https://orcid.org/0000-0002-0515-8363"},"institutions":[{"id":"https://openalex.org/I4210144384","display_name":"Third Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/039nw9e11","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210144384"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Zhao","raw_affiliation_strings":["The Third Affiliated Hospital of Zhengzhou University,Zhengzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Third Affiliated Hospital of Zhengzhou University,Zhengzhou,China","institution_ids":["https://openalex.org/I4210144384"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101621658","display_name":"Huiqin Jiang","orcid":"https://orcid.org/0000-0001-8520-2223"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiqin Jiang","raw_affiliation_strings":["Zhengzhou University,Zhengzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhengzhou University,Zhengzhou,China","institution_ids":["https://openalex.org/I38877650"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"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/T10862","display_name":"AI in cancer detection","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9945999979972839,"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/T10885","display_name":"Gene expression and cancer classification","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.637235164642334},{"id":"https://openalex.org/keywords/bi-rads","display_name":"BI-RADS","score":0.6334545612335205},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.5873163938522339},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.559698760509491},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5324769020080566},{"id":"https://openalex.org/keywords/mammography","display_name":"Mammography","score":0.21500256657600403},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.19457203149795532},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.17718768119812012},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.09813287854194641},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.08300012350082397}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.637235164642334},{"id":"https://openalex.org/C2779098232","wikidata":"https://www.wikidata.org/wiki/Q903975","display_name":"BI-RADS","level":5,"score":0.6334545612335205},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.5873163938522339},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.559698760509491},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5324769020080566},{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.21500256657600403},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.19457203149795532},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.17718768119812012},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.09813287854194641},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.08300012350082397},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"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/isbi56570.2024.10635378","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi56570.2024.10635378","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5600000023841858,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2061079740","https://openalex.org/W2194775991","https://openalex.org/W2299565249","https://openalex.org/W2540344354","https://openalex.org/W3021530737","https://openalex.org/W3036942857","https://openalex.org/W3094502228","https://openalex.org/W3101755009","https://openalex.org/W3119005666","https://openalex.org/W3138115293","https://openalex.org/W3138516171","https://openalex.org/W3157506437","https://openalex.org/W3202236840","https://openalex.org/W4295934590","https://openalex.org/W4324118092","https://openalex.org/W4367181427","https://openalex.org/W4386075524","https://openalex.org/W6784333009","https://openalex.org/W6795140394"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2318867276","https://openalex.org/W4393146888","https://openalex.org/W2109305028","https://openalex.org/W2734546824","https://openalex.org/W4399381481","https://openalex.org/W2026369788","https://openalex.org/W2330711938","https://openalex.org/W4362552622"],"abstract_inverted_index":{"The":[0,20,104,117],"precise":[1,43],"classification":[2],"of":[3,17,22,55,67,121,170,191],"breast":[4,23,68],"tumors":[5,24],"in":[6,25,101],"mammography":[7],"examinations":[8],"is":[9,33,94],"crucial":[10],"for":[11,63,127,159,178],"early":[12],"diagnosis":[13],"and":[14,29,42,59,74,85,87,90,114,153,162,193,196],"the":[15,52,64,98,132,168,179,185,189],"formulation":[16],"treatment":[18],"plans.":[19],"five-classification":[21,66,100],"Breast":[26],"Imaging":[27],"Reporting":[28],"Data":[30],"System":[31],"(BI-RADS)":[32],"a":[34,39,79,108,122,148,154],"challenging":[35],"task":[36],"that":[37],"demands":[38],"comprehensive":[40],"analysis":[41],"classification.":[44],"However,":[45],"most":[46],"current":[47],"studies":[48],"fail":[49],"to":[50,96,111,140,173],"meet":[51,76],"clinical":[53,60,77,142],"demand":[54],"combining":[56,82],"multi-view":[57,88,163,194],"images":[58],"textual":[61],"information":[62,164,177],"BI-RADS":[65,99],"tumors.":[69],"To":[70],"address":[71],"these":[72],"challenges":[73],"better":[75],"requirements,":[78],"fusion":[80],"network":[81,106,126,139],"multi-modal":[83,161,192],"(text":[84],"image)":[86],"(craniocaudal":[89],"mediolateral":[91],"oblique":[92],"views)":[93],"proposed":[95,105],"realize":[97],"this":[102],"paper.":[103],"employs":[107],"dual-branch":[109],"structure":[110],"extract":[112,141],"image":[113,128],"non-image":[115],"features.":[116,144],"first":[118],"branch":[119,134],"consists":[120],"Transformer-based":[123],"BiFormer":[124],"backbone":[125,138],"features":[129],"extraction,":[130],"while":[131],"second":[133],"utilizes":[135],"an":[136],"MLP-mixer":[137],"text":[143],"Additionally,":[145],"we":[146],"introduce":[147],"\"cross":[149,155],"modal":[150],"attention":[151,157],"block\"":[152,158],"view":[156],"fusing":[160],"respectively,":[165],"along":[166],"with":[167],"utilization":[169],"\"classification":[171],"token\"":[172],"gather":[174],"all":[175],"useful":[176],"final":[180],"prediction.":[181],"Experiments":[182],"conducted":[183],"on":[184],"DDSM":[186],"dataset":[187],"demonstrates":[188],"effectiveness":[190],"fusion,":[195],"achieves":[197],"87.7%":[198],"accuracy.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}