{"id":"https://openalex.org/W7161802942","doi":"https://doi.org/10.1109/isbi61048.2026.11516063","title":"Multi-Modal Domain Adaptation for Cancer Diagnosis via Integration of Pathological Images and Clinical Text Data","display_name":"Multi-Modal Domain Adaptation for Cancer Diagnosis via Integration of Pathological Images and Clinical Text Data","publication_year":2026,"publication_date":"2026-04-08","ids":{"openalex":"https://openalex.org/W7161802942","doi":"https://doi.org/10.1109/isbi61048.2026.11516063"},"language":null,"primary_location":{"id":"doi:10.1109/isbi61048.2026.11516063","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi61048.2026.11516063","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 23rd 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/A5081329968","display_name":"Binyu Zhang","orcid":"https://orcid.org/0000-0001-5316-6301"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Binyu Zhang","raw_affiliation_strings":["Nanjing University of Aeronautics and Astronautics,The College of Artificial Intelligence,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University of Aeronautics and Astronautics,The College of Artificial Intelligence,Nanjing,China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136574171","display_name":"Kai Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Yang","raw_affiliation_strings":["Nanjing University of Aeronautics and Astronautics,The College of Artificial Intelligence,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University of Aeronautics and Astronautics,The College of Artificial Intelligence,Nanjing,China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5136555313","display_name":"Wei Shao","orcid":null},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Shao","raw_affiliation_strings":["Nanjing University of Aeronautics and Astronautics,The College of Artificial Intelligence,Nanjing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University of Aeronautics and Astronautics,The College of Artificial Intelligence,Nanjing,China","institution_ids":["https://openalex.org/I9842412"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I9842412"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"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":0.4925999939441681,"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":0.4925999939441681,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.13210000097751617,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.0414000004529953,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/domain","display_name":"Domain (mathematical analysis)","score":0.5896999835968018},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.5860000252723694},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.444599986076355},{"id":"https://openalex.org/keywords/pathological","display_name":"Pathological","score":0.41359999775886536},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3709999918937683}],"concepts":[{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5896999835968018},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.5860000252723694},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5620999932289124},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5544000267982483},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.444599986076355},{"id":"https://openalex.org/C207886595","wikidata":"https://www.wikidata.org/wiki/Q1456138","display_name":"Pathological","level":2,"score":0.41359999775886536},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.39980000257492065},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3709999918937683},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.3479999899864197},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.2754000127315521},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.25929999351501465},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.25529998540878296},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.2515000104904175}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi61048.2026.11516063","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi61048.2026.11516063","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2791015340","https://openalex.org/W3019913914","https://openalex.org/W3156264695","https://openalex.org/W4312592225","https://openalex.org/W4392947532","https://openalex.org/W4400807654","https://openalex.org/W4401976221","https://openalex.org/W4402727102","https://openalex.org/W4412944873","https://openalex.org/W4413964310","https://openalex.org/W4415795768","https://openalex.org/W7133187256","https://openalex.org/W7133217804"],"related_works":[],"abstract_inverted_index":{"Whole-slide":[0],"pathological":[1,30,92,158],"images":[2],"(WSIs)":[3],"have":[4,49],"long":[5],"been":[6],"regarded":[7],"as":[8,37,105],"the":[9,22,91,125,157,179],"gold":[10],"standard":[11],"for":[12,84,90],"cancer":[13,87,166],"diagnosis":[14],"and":[15,78,109,121,143,160,172],"treatment":[16],"planning.":[17],"Recent":[18],"research":[19],"shows":[20],"that":[21,53],"integrative":[23],"analysis":[24],"of":[25,75],"WSIs":[26],"with":[27],"their":[28],"corresponding":[29],"reports":[31,162],"can":[32],"significantly":[33],"enhance":[34],"diagnostic":[35],"accuracy,":[36],"it":[38],"leverages":[39],"complementary":[40],"visual-textual":[41],"cues.":[42],"However,":[43],"data":[44,163],"from":[45,133],"different":[46,58],"centers":[47,145],"often":[48],"notable":[50],"distribution":[51,139],"shifts":[52],"hinder":[54],"model":[55],"adaptation":[56,183],"across":[57],"sites.":[59],"To":[60],"solve":[61],"this":[62],"problem,":[63],"we":[64,94,129],"propose":[65],"<tex":[66],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[67],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\mathrm{M}^{2}":[68],"\\text{DA}$</tex>-ICT":[69],"(Multi-modal":[70],"Domain":[71],"Adaptation":[72],"via":[73,146],"Integration":[74],"Pathological":[76],"Images":[77],"Clinical":[79],"Texts),":[80],"a":[81,96,106,149],"new":[82],"framework":[83],"enhancing":[85],"cross-center":[86],"diagnosis.":[88,167],"Specifically,":[89],"images,":[93],"introduce":[95],"graph-based":[97],"topology":[98],"alignment":[99,140],"module,":[100],"which":[101],"represents":[102],"each":[103],"WSI":[104],"patch-level":[107],"graph":[108],"aligns":[110],"domain":[111,182],"distributions":[112],"using":[113],"Maximum":[114],"Mean":[115],"Discrepancy":[116],"(MMD)":[117],"on":[118,170],"both":[119],"node":[120],"topological":[122],"features.":[123],"For":[124],"clinical":[126],"text":[127,161],"data,":[128],"utilize":[130],"embeddings":[131],"derived":[132],"pretrained":[134],"vision-language":[135],"models":[136],"to":[137,155,164],"perform":[138],"between":[141],"source":[142],"target":[144],"MMD.":[147],"Finally,":[148],"Mixture-of-Experts":[150],"(MoE)":[151],"module":[152],"is":[153],"adopted":[154],"combine":[156],"image":[159],"conduct":[165],"Extensive":[168],"experiments":[169],"TCGA-BRCA":[171],"TCGA-KIRC":[173],"datasets":[174],"show":[175],"M\u00b2DA-ICT":[176],"consistently":[177],"outperforms":[178],"existing":[180],"multimodal":[181],"baselines.":[184]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-05-21T00:00:00"}
