{"id":"https://openalex.org/W4221154993","doi":"https://doi.org/10.1109/embc48229.2022.9871529","title":"Modality Bank: Learn multi-modality images across data centers without sharing medical data","display_name":"Modality Bank: Learn multi-modality images across data centers without sharing medical data","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4221154993","doi":"https://doi.org/10.1109/embc48229.2022.9871529","pmid":"https://pubmed.ncbi.nlm.nih.gov/36086601"},"language":"en","primary_location":{"id":"doi:10.1109/embc48229.2022.9871529","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871529","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2201.08955","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100933518","display_name":"Qi Chang","orcid":null},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Qi Chang","raw_affiliation_strings":["Rutgers University,Department of Computer Science,Piscataway,New Jersey,USA","Department of Computer Science, Rutgers University, Piscataway, New Jersey, USA"],"affiliations":[{"raw_affiliation_string":"Rutgers University,Department of Computer Science,Piscataway,New Jersey,USA","institution_ids":["https://openalex.org/I102322142"]},{"raw_affiliation_string":"Department of Computer Science, Rutgers University, Piscataway, New Jersey, USA","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067552573","display_name":"Hui Qu","orcid":"https://orcid.org/0000-0002-4260-3809"},"institutions":[{"id":"https://openalex.org/I1306409833","display_name":"Adobe Systems (United States)","ror":"https://ror.org/059tvcg64","country_code":"US","type":"company","lineage":["https://openalex.org/I1306409833"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hui Qu","raw_affiliation_strings":["Adobe,CA,USA","Adobe, CA, USA"],"affiliations":[{"raw_affiliation_string":"Adobe,CA,USA","institution_ids":["https://openalex.org/I1306409833"]},{"raw_affiliation_string":"Adobe, CA, USA","institution_ids":["https://openalex.org/I1306409833"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077384503","display_name":"Zhennan Yan","orcid":"https://orcid.org/0000-0001-7128-1696"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhennan Yan","raw_affiliation_strings":["SenseBrain Research,Princeton,New Jersey,USA","SenseBrain Research, Princeton, New Jersey, USA"],"affiliations":[{"raw_affiliation_string":"SenseBrain Research,Princeton,New Jersey,USA","institution_ids":["https://openalex.org/I20089843"]},{"raw_affiliation_string":"SenseBrain Research, Princeton, New Jersey, USA","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061627386","display_name":"Yunhe Gao","orcid":"https://orcid.org/0000-0002-1559-5532"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yunhe Gao","raw_affiliation_strings":["Rutgers University,Department of Computer Science,Piscataway,New Jersey,USA","Department of Computer Science, Rutgers University, Piscataway, New Jersey, USA"],"affiliations":[{"raw_affiliation_string":"Rutgers University,Department of Computer Science,Piscataway,New Jersey,USA","institution_ids":["https://openalex.org/I102322142"]},{"raw_affiliation_string":"Department of Computer Science, Rutgers University, Piscataway, New Jersey, USA","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052752576","display_name":"Lohendran Baskaran","orcid":"https://orcid.org/0000-0003-0565-7151"},"institutions":[{"id":"https://openalex.org/I4210147238","display_name":"National Heart Centre Singapore","ror":"https://ror.org/04f8k9513","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I4210147238"]},{"id":"https://openalex.org/I4210107866","display_name":"National University Heart Centre Singapore","ror":"https://ror.org/01vvdem88","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I4210107866"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Lohendran Baskaran","raw_affiliation_strings":["National Heart Centre Singapore, and Duke-National University Of Singapore,Department of Cardiovascular Medicine","Department of Cardiovascular Medicine, National Heart Centre Singapore, and Duke-National University Of Singapore"],"affiliations":[{"raw_affiliation_string":"National Heart Centre Singapore, and Duke-National University Of Singapore,Department of Cardiovascular Medicine","institution_ids":["https://openalex.org/I4210107866","https://openalex.org/I4210147238"]},{"raw_affiliation_string":"Department of Cardiovascular Medicine, National Heart Centre Singapore, and Duke-National University Of Singapore","institution_ids":["https://openalex.org/I4210107866","https://openalex.org/I4210147238"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109600054","display_name":"Dimitris Metaxas","orcid":null},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dimitris Metaxas","raw_affiliation_strings":["Rutgers University,Department of Computer Science,Piscataway,New Jersey,USA","Department of Computer Science, Rutgers University, Piscataway, New Jersey, USA"],"affiliations":[{"raw_affiliation_string":"Rutgers University,Department of Computer Science,Piscataway,New Jersey,USA","institution_ids":["https://openalex.org/I102322142"]},{"raw_affiliation_string":"Department of Computer Science, Rutgers University, Piscataway, New Jersey, USA","institution_ids":["https://openalex.org/I102322142"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100933518"],"corresponding_institution_ids":["https://openalex.org/I102322142"],"apc_list":null,"apc_paid":null,"fwci":0.42,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.55564978,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2022","issue":null,"first_page":"4758","last_page":"4763"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9988999962806702,"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":0.9988999962806702,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9973000288009644,"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"}},{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.995199978351593,"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/modality","display_name":"Modality (human\u2013computer interaction)","score":0.8486432433128357},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.7574507594108582},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7296386957168579},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.6713051795959473},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5553897619247437},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.46545296907424927},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.41317838430404663},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36735761165618896},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3415578603744507}],"concepts":[{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.8486432433128357},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7574507594108582},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7296386957168579},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.6713051795959473},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5553897619247437},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.46545296907424927},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.41317838430404663},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36735761165618896},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3415578603744507},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D064847","descriptor_name":"Multimodal Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D064847","descriptor_name":"Multimodal Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D064847","descriptor_name":"Multimodal Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc48229.2022.9871529","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871529","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:36086601","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36086601","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:arXiv.org:2201.08955","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2201.08955","pdf_url":"https://arxiv.org/pdf/2201.08955","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2201.08955","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2201.08955","pdf_url":"https://arxiv.org/pdf/2201.08955","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W146667522","https://openalex.org/W1641498739","https://openalex.org/W1911361012","https://openalex.org/W2041069220","https://openalex.org/W2051385954","https://openalex.org/W2085371105","https://openalex.org/W2161336914","https://openalex.org/W2603777577","https://openalex.org/W2607981406","https://openalex.org/W2751069891","https://openalex.org/W2766934786","https://openalex.org/W2768181417","https://openalex.org/W2783522756","https://openalex.org/W2795807997","https://openalex.org/W2892776347","https://openalex.org/W2900298334","https://openalex.org/W2962837118","https://openalex.org/W2963797156","https://openalex.org/W2979637109","https://openalex.org/W2995089442","https://openalex.org/W3009961050","https://openalex.org/W3024271340","https://openalex.org/W3035014113","https://openalex.org/W3038028469","https://openalex.org/W3044211235","https://openalex.org/W3105692649","https://openalex.org/W3105976960","https://openalex.org/W3109076782","https://openalex.org/W3112020612","https://openalex.org/W3195026442","https://openalex.org/W4242623661","https://openalex.org/W4297687186","https://openalex.org/W6640047841","https://openalex.org/W6750457364","https://openalex.org/W6755891590","https://openalex.org/W6759226220","https://openalex.org/W6779787272","https://openalex.org/W6781232731","https://openalex.org/W6787066443","https://openalex.org/W6788354382"],"related_works":["https://openalex.org/W73545470","https://openalex.org/W4224266612","https://openalex.org/W2383394264","https://openalex.org/W4320153225","https://openalex.org/W4293261942","https://openalex.org/W3125968744","https://openalex.org/W2167701463","https://openalex.org/W2110287964","https://openalex.org/W4307407935","https://openalex.org/W649759291"],"abstract_inverted_index":{"Multi-modality":[0],"images":[1,76],"have":[2],"been":[3],"widely":[4],"used":[5,96],"and":[6,23,121],"provide":[7],"comprehensive":[8,32],"information":[9],"for":[10,77,97],"medical":[11],"image":[12],"analysis.":[13],"However,":[14],"acquiring":[15],"all":[16,19,90,129],"modalities":[17,88],"among":[18],"institutes":[20],"is":[21],"costly":[22],"often":[24],"impossible":[25],"in":[26],"clinical":[27],"settings.":[28],"To":[29],"leverage":[30],"more":[31],"multi-modality":[33,40,108],"information,":[34],"we":[35],"propose":[36],"privacy":[37],"secured":[38],"decentralized":[39],"adaptive":[41],"learning":[42,115],"architecture":[43],"named":[44],"ModalityBank.":[45],"Our":[46,81],"method":[47,82],"could":[48,73,83,94,110],"learn":[49],"a":[50,59,78],"set":[51],"of":[52,69],"effective":[53],"domain-specific":[54],"modulation":[55],"parameters":[56],"plugged":[57],"into":[58],"common":[60],"domain-agnostic":[61],"network.":[62],"We":[63],"demonstrate":[64],"by":[65],"switching":[66],"different":[67],"sets":[68],"configurations,":[70],"the":[71,86,106],"generator":[72],"output":[74],"high-quality":[75],"specific":[79],"modality.":[80],"also":[84],"complete":[85],"missing":[87],"across":[89],"data":[91,119],"centers,":[92],"thus":[93],"be":[95],"modality":[98],"completion":[99],"purposes.":[100],"The":[101],"downstream":[102],"task":[103],"trained":[104],"from":[105,116],"synthesized":[107],"samples":[109],"achieve":[111,122],"higher":[112],"performance":[113,126],"than":[114],"one":[117],"real":[118,125,130],"center":[120],"close-":[123],"to-":[124],"compare":[127],"with":[128],"images.":[131]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}
