{"id":"https://openalex.org/W4410297801","doi":"https://doi.org/10.1109/isbi60581.2025.10981057","title":"Can Language-Guided Unsupervised Adaptation Improve Medical Image Classification Using Unpaired Images and Texts?","display_name":"Can Language-Guided Unsupervised Adaptation Improve Medical Image Classification Using Unpaired Images and Texts?","publication_year":2025,"publication_date":"2025-04-14","ids":{"openalex":"https://openalex.org/W4410297801","doi":"https://doi.org/10.1109/isbi60581.2025.10981057"},"language":"en","primary_location":{"id":"doi:10.1109/isbi60581.2025.10981057","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10981057","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/A5015650372","display_name":"Umaima Rahman","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Umaima Rahman","raw_affiliation_strings":["Mohamed Bin Zayed University of Artificial Intelligence"],"affiliations":[{"raw_affiliation_string":"Mohamed Bin Zayed University of Artificial Intelligence","institution_ids":["https://openalex.org/I4210113480"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098821136","display_name":"Raza Imam","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Raza Imam","raw_affiliation_strings":["Mohamed Bin Zayed University of Artificial Intelligence"],"affiliations":[{"raw_affiliation_string":"Mohamed Bin Zayed University of Artificial Intelligence","institution_ids":["https://openalex.org/I4210113480"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088282276","display_name":"Mohammad Yaqub","orcid":"https://orcid.org/0000-0001-6896-1105"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohammad Yaqub","raw_affiliation_strings":["Mohamed Bin Zayed University of Artificial Intelligence"],"affiliations":[{"raw_affiliation_string":"Mohamed Bin Zayed University of Artificial Intelligence","institution_ids":["https://openalex.org/I4210113480"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056179227","display_name":"Boulbaba Ben Amor","orcid":"https://orcid.org/0000-0002-4176-9305"},"institutions":[{"id":"https://openalex.org/I4210116052","display_name":"Inception Institute of Artificial Intelligence","ror":"https://ror.org/02664zk40","country_code":"AE","type":"facility","lineage":["https://openalex.org/I4210116052"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Boulbaba Ben Amor","raw_affiliation_strings":["Inception,UAE"],"affiliations":[{"raw_affiliation_string":"Inception,UAE","institution_ids":["https://openalex.org/I4210116052"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078933997","display_name":"Dwarikanath Mahapatra","orcid":"https://orcid.org/0000-0001-9749-7858"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dwarikanath Mahapatra","raw_affiliation_strings":["Monash University,Australia"],"affiliations":[{"raw_affiliation_string":"Monash University,Australia","institution_ids":["https://openalex.org/I56590836"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5015650372"],"corresponding_institution_ids":["https://openalex.org/I4210113480"],"apc_list":null,"apc_paid":null,"fwci":5.7199,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.95372939,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"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":0.9150000214576721,"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":0.9150000214576721,"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":0.7695024013519287},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.745486319065094},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6577415466308594},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.6140688061714172},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5318267941474915},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4185430407524109},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3912510275840759},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.12465396523475647}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7695024013519287},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.745486319065094},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6577415466308594},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.6140688061714172},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5318267941474915},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4185430407524109},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3912510275840759},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12465396523475647},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi60581.2025.10981057","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10981057","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":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1904878066","https://openalex.org/W2788633781","https://openalex.org/W2828862258","https://openalex.org/W2963946669","https://openalex.org/W4392903519","https://openalex.org/W4394593022","https://openalex.org/W4396766375","https://openalex.org/W6681588610","https://openalex.org/W6788125050","https://openalex.org/W6842574522","https://openalex.org/W6852379386","https://openalex.org/W6865989231"],"related_works":["https://openalex.org/W2997567050","https://openalex.org/W1483272040","https://openalex.org/W4283377908","https://openalex.org/W1526712007","https://openalex.org/W1533421371","https://openalex.org/W2003050223","https://openalex.org/W2091777911","https://openalex.org/W2766405861","https://openalex.org/W2360975119","https://openalex.org/W2912421143"],"abstract_inverted_index":{"In":[0,37],"medical":[1,14,34],"image":[2,35],"classification,":[3],"supervised":[4],"learning":[5,31,124],"is":[6,103,163],"challenging":[7],"due":[8],"to":[9,28,72],"the":[10,21,49,80,111,128,137,158],"scarcity":[11],"of":[12,32,46,76,130],"labeled":[13,107],"images.":[15],"To":[16],"address":[17],"this,":[18],"we":[19,40],"leverage":[20],"visual-textual":[22],"alignment":[23],"within":[24],"Vision-Language":[25],"Models":[26],"(VLMs)":[27],"enable":[29],"unsupervised":[30,84],"a":[33,66,73,88],"classifier.":[36],"this":[38],"work,":[39],"propose":[41],"Medical":[42],"Unsupervised":[43],"Adaptation":[44],"(MedUnA)":[45],"VLMs,":[47,116],"where":[48,100],"LLM-generated":[50],"descriptions":[51],"for":[52,123],"each":[53],"class":[54,63],"are":[55],"encoded":[56],"into":[57],"text":[58,122],"embeddings":[59,82],"and":[60,78,92,121,126,144,150],"matched":[61],"with":[62],"labels":[64],"via":[65],"cross-modal":[67],"adapter.":[68],"This":[69],"adapter":[70],"attaches":[71],"visual":[74,81],"encoder":[75],"MedCLIP":[77],"aligns":[79],"through":[83],"learning,":[85],"driven":[86],"by":[87],"contrastive":[89],"entropy-based":[90],"loss":[91],"prompt":[93],"tuning.":[94],"Thereby,":[95],"improving":[96],"performance":[97,138],"in":[98,110],"scenarios":[99],"textual":[101],"information":[102],"more":[104],"abundant":[105],"than":[106],"images,":[108],"particularly":[109],"healthcare":[112],"domain.":[113],"Unlike":[114],"traditional":[115,133],"MedUnA":[117],"uses":[118],"unpaired":[119],"images":[120],"representations":[125],"enhances":[127],"potential":[129],"VLMs":[131],"beyond":[132],"constraints.":[134],"We":[135],"evaluate":[136],"on":[139],"three":[140],"chest":[141],"X-ray":[142],"datasets":[143,147],"two":[145],"multiclass":[146],"(diabetic":[148],"retinopathy":[149],"skin":[151],"lesions),":[152],"showing":[153],"significant":[154],"accuracy":[155],"gains":[156],"over":[157],"zero-shot":[159],"baseline.":[160],"Our":[161],"code":[162],"available":[164],"at":[165],"https://github.com/rumaima/meduna.":[166]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}