{"id":"https://openalex.org/W7118193961","doi":"https://doi.org/10.1109/aiccsa66935.2025.11315275","title":"Structured Comprehensive Textual Representations for Medical Vision-Language Pretraining","display_name":"Structured Comprehensive Textual Representations for Medical Vision-Language Pretraining","publication_year":2025,"publication_date":"2025-10-19","ids":{"openalex":"https://openalex.org/W7118193961","doi":"https://doi.org/10.1109/aiccsa66935.2025.11315275"},"language":null,"primary_location":{"id":"doi:10.1109/aiccsa66935.2025.11315275","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aiccsa66935.2025.11315275","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/ACS 22nd International Conference on Computer Systems and Applications (AICCSA)","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/A5109581425","display_name":"Youssef Ibrahim","orcid":null},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Youssef Ibrahim","raw_affiliation_strings":["Khalifa University Abu,Computer Science Department,Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"Khalifa University Abu,Computer Science Department,Dhabi,UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026855523","display_name":"Anabia Sohail","orcid":"https://orcid.org/0000-0003-2961-6098"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Anabia Sohail","raw_affiliation_strings":["Khalifa University Abu,Computer Science Department,Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"Khalifa University Abu,Computer Science Department,Dhabi,UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120955623","display_name":"Sajid Javed","orcid":null},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Sajid Javed","raw_affiliation_strings":["Khalifa University Abu,Computer Science Department,Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"Khalifa University Abu,Computer Science Department,Dhabi,UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121940725","display_name":"Hasan Al Marzouqi","orcid":null},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Hasan Al Marzouqi","raw_affiliation_strings":["Khalifa University Abu,Computer Science Department,Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"Khalifa University Abu,Computer Science Department,Dhabi,UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059512412","display_name":"Naoufel Werghi","orcid":"https://orcid.org/0000-0002-5542-448X"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Naoufel Werghi","raw_affiliation_strings":["Khalifa University Abu,Computer Science Department,Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"Khalifa University Abu,Computer Science Department,Dhabi,UAE","institution_ids":["https://openalex.org/I176601375"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5109581425"],"corresponding_institution_ids":["https://openalex.org/I176601375"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.6824004,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.5138999819755554,"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"}},"topics":[{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.5138999819755554,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.27149999141693115,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.06419999897480011,"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/modalities","display_name":"Modalities","score":0.5702000260353088},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.4438000023365021},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.40560001134872437},{"id":"https://openalex.org/keywords/unified-medical-language-system","display_name":"Unified Medical Language System","score":0.3668000102043152},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.35510000586509705},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.3382999897003174},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.3188000023365021}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6491000056266785},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6155999898910522},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5702000260353088},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.546999990940094},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.4438000023365021},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.40560001134872437},{"id":"https://openalex.org/C69505689","wikidata":"https://www.wikidata.org/wiki/Q455338","display_name":"Unified Medical Language System","level":2,"score":0.3668000102043152},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.35510000586509705},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.3382999897003174},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.3188000023365021},{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.31690001487731934},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.30070000886917114},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.29589998722076416},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.27639999985694885},{"id":"https://openalex.org/C74672266","wikidata":"https://www.wikidata.org/wiki/Q815859","display_name":"Language acquisition","level":2,"score":0.2736000120639801},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.25429999828338623},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.2506999969482422}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/aiccsa66935.2025.11315275","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aiccsa66935.2025.11315275","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/ACS 22nd International Conference on Computer Systems and Applications (AICCSA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8061103820800781,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W4365143687","https://openalex.org/W4402671465","https://openalex.org/W4402726790"],"related_works":[],"abstract_inverted_index":{"Medical":[0],"vision-language":[1,28,131],"learning":[2,132],"faces":[3],"a":[4,22],"persistent":[5],"challenge:":[6],"limited":[7,118],"paired":[8,73],"image-text":[9],"data,":[10],"especially":[11],"in":[12,133],"expert":[13],"domains":[14],"like":[15],"radiology.":[16],"To":[17],"address":[18],"this,":[19],"we":[20,41],"propose":[21],"data-efficient":[23],"framework":[24],"that":[25,110],"enhances":[26],"dual-encoder":[27],"models":[29],"through":[30],"structured":[31,126],"comprehensive":[32,44],"textual":[33],"representations.":[34],"Using":[35],"GPT-4":[36],"and":[37,62,86],"curated":[38],"clinical":[39],"knowledge,":[40],"generate":[42],"semantically":[43],"representations":[45,51,71],"for":[46,92,102],"each":[47],"disease":[48,105],"class.":[49],"These":[50,70],"capture":[52],"detailed":[53],"visual":[54],"descriptions":[55],"of":[56,125],"the":[57,59,63,90,99,123],"disease,":[58],"major":[60,64],"causes,":[61],"symptoms":[65],"related":[66],"to":[67,77,129],"chest":[68,103],"X-rays.":[69],"are":[72],"with":[74,117],"medical":[75,135],"images":[76],"pre-train":[78],"BiomedCLIP":[79],"using":[80],"contrastive":[81],"learning,":[82],"effectively":[83],"aligning":[84],"vision":[85,100],"language":[87],"modalities":[88],"without":[89],"need":[91],"large-scale":[93],"manual":[94],"annotations.":[95],"We":[96],"then":[97],"fine-tune":[98],"encoder":[101],"X-ray":[104],"classification.":[106],"Our":[107],"results":[108],"show":[109],"this":[111],"approach":[112],"achieves":[113],"competitive":[114],"performance,":[115],"even":[116],"supervision.":[119],"This":[120],"work":[121],"highlights":[122],"potential":[124],"generative":[127],"supervision":[128],"scale":[130],"data-constrained":[134],"domains.":[136]},"counts_by_year":[],"updated_date":"2026-01-08T20:05:33.558190","created_date":"2026-01-05T00:00:00"}