{"id":"https://openalex.org/W4406262216","doi":"https://doi.org/10.1109/bibm62325.2024.10822387","title":"Mind the Gap: Promoting Missing Modality Brain Tumor Segmentation with Alignment","display_name":"Mind the Gap: Promoting Missing Modality Brain Tumor Segmentation with Alignment","publication_year":2024,"publication_date":"2024-12-03","ids":{"openalex":"https://openalex.org/W4406262216","doi":"https://doi.org/10.1109/bibm62325.2024.10822387"},"language":"en","primary_location":{"id":"doi:10.1109/bibm62325.2024.10822387","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10822387","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/A5100430615","display_name":"Tianyi Liu","orcid":"https://orcid.org/0009-0009-3747-6487"},"institutions":[{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tianyi Liu","raw_affiliation_strings":["Xi’an Jiaotong-Liverpool University,School of Robotics,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi’an Jiaotong-Liverpool University,School of Robotics,Suzhou,China","institution_ids":["https://openalex.org/I69356397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074276416","display_name":"Zhaorui Tan","orcid":"https://orcid.org/0000-0001-5054-8275"},"institutions":[{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaorui Tan","raw_affiliation_strings":["Xi’an Jiaotong-Liverpool University,School of Advanced Technology,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi’an Jiaotong-Liverpool University,School of Advanced Technology,Suzhou,China","institution_ids":["https://openalex.org/I69356397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004875127","display_name":"Haochuan Jiang","orcid":"https://orcid.org/0000-0002-8727-4121"},"institutions":[{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haochuan Jiang","raw_affiliation_strings":["Xi’an Jiaotong-Liverpool University,School of Robotics,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi’an Jiaotong-Liverpool University,School of Robotics,Suzhou,China","institution_ids":["https://openalex.org/I69356397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055411456","display_name":"Xi Yang","orcid":"https://orcid.org/0000-0002-8600-2570"},"institutions":[{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Yang","raw_affiliation_strings":["Xi’an Jiaotong-Liverpool University,School of Advanced Technology,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi’an Jiaotong-Liverpool University,School of Advanced Technology,Suzhou,China","institution_ids":["https://openalex.org/I69356397"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026022035","display_name":"Kaizhu Huang","orcid":"https://orcid.org/0000-0002-3034-9639"},"institutions":[{"id":"https://openalex.org/I4210159968","display_name":"Duke Kunshan University","ror":"https://ror.org/04sr5ys16","country_code":"CN","type":"education","lineage":["https://openalex.org/I170897317","https://openalex.org/I37461747","https://openalex.org/I4210159968"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaizhu Huang","raw_affiliation_strings":["Duke Kunshan University,Data Science Research Center,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Duke Kunshan University,Data Science Research Center,Suzhou,China","institution_ids":["https://openalex.org/I4210159968"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100430615"],"corresponding_institution_ids":["https://openalex.org/I69356397"],"apc_list":null,"apc_paid":null,"fwci":0.2317,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.59561579,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"3531","last_page":"3536"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9828000068664551,"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":0.9828000068664551,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9222999811172485,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9049999713897705,"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":0.6915868520736694},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5752080082893372},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5551806688308716},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5153014659881592},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3465033173561096}],"concepts":[{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.6915868520736694},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5752080082893372},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5551806688308716},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5153014659881592},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3465033173561096}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm62325.2024.10822387","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10822387","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":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","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/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1641498739","https://openalex.org/W2484736472","https://openalex.org/W2502805798","https://openalex.org/W2586615274","https://openalex.org/W2751069891","https://openalex.org/W3090336986","https://openalex.org/W3117575391","https://openalex.org/W3206034503","https://openalex.org/W4295936460","https://openalex.org/W4372265364","https://openalex.org/W4387968082","https://openalex.org/W4390871709","https://openalex.org/W4391465117","https://openalex.org/W6637618735","https://openalex.org/W6696428399","https://openalex.org/W6738543193","https://openalex.org/W6754855011","https://openalex.org/W6766295588","https://openalex.org/W6811613405"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Brain":[0],"tumor":[1],"segmentation":[2],"is":[3],"often":[4],"based":[5],"on":[6,122,158],"multiple":[7],"magnetic":[8],"resonance":[9],"imaging":[10],"(MRI).":[11],"However,":[12,43],"in":[13,78],"clinical":[14],"practice,":[15],"certain":[16],"modalities":[17,92],"of":[18,90,156],"MRI":[19],"may":[20],"be":[21],"missing,":[22],"which":[23],"presents":[24],"an":[25,153],"even":[26],"more":[27],"difficult":[28],"scenario.":[29],"To":[30,74],"cope":[31],"with":[32,139],"this":[33,79],"challenge,":[34],"knowledge":[35],"distillation":[36],"has":[37],"emerged":[38],"as":[39],"one":[40],"promising":[41],"strategy.":[42],"recent":[44],"efforts":[45],"typically":[46],"overlook":[47],"the":[48,127],"modality":[49,141,150],"gaps":[50],"and":[51,72,135],"thus":[52,115],"fail":[53],"to":[54,66,93],"learn":[55],"invariant":[56,132],"feature":[57,133],"representations":[58,134],"across":[59],"different":[60,123],"modalities.":[61],"Such":[62],"drawback":[63],"consequently":[64],"leads":[65],"limited":[67],"performance":[68],"for":[69,148],"both":[70],"teachers":[71],"students.":[73],"ameliorate":[75],"these":[76],"problems,":[77],"paper,":[80],"we":[81,102],"propose":[82],"a":[83,94,99,110,137],"novel":[84,106],"paradigm":[85,108,129],"that":[86,104,126],"aligns":[87],"latent":[88],"features":[89],"involved":[91],"well-defined":[95],"distribution":[96],"anchor.":[97],"As":[98],"major":[100],"contribution,":[101],"prove":[103],"our":[105],"training":[107],"ensures":[109],"tight":[111],"evidence":[112],"lower":[113],"bound,":[114],"theoretically":[116],"certifying":[117],"its":[118],"effectiveness.":[119],"Extensive":[120],"experiments":[121],"backbones":[124],"validate":[125],"proposed":[128],"can":[130],"enable":[131],"produce":[136],"teacher":[138],"narrowed":[140],"gaps.":[142],"This":[143],"further":[144],"offers":[145],"superior":[146],"guidance":[147],"missing":[149],"students,":[151],"achieving":[152],"average":[154],"improvement":[155],"1.75":[157],"dice":[159],"score.":[160]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}