{"id":"https://openalex.org/W4406259600","doi":"https://doi.org/10.1109/jbhi.2025.3528196","title":"MedFILIP: Medical Fine-Grained Language-Image Pre-Training","display_name":"MedFILIP: Medical Fine-Grained Language-Image Pre-Training","publication_year":2025,"publication_date":"2025-01-10","ids":{"openalex":"https://openalex.org/W4406259600","doi":"https://doi.org/10.1109/jbhi.2025.3528196","pmid":"https://pubmed.ncbi.nlm.nih.gov/40030972"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2025.3528196","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3528196","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5110649442","display_name":"Xinjie Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinjie Liang","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101529910","display_name":"Xiangyu Li","orcid":"https://orcid.org/0000-0001-7681-7787"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyu Li","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0001-7681-7787","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004833611","display_name":"Fanding Li","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fanding Li","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0009-0003-1783-2399","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041948410","display_name":"Jie Jiang","orcid":"https://orcid.org/0000-0002-9634-4152"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Jiang","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007191254","display_name":"Qing Dong","orcid":"https://orcid.org/0009-0000-3945-4980"},"institutions":[{"id":"https://openalex.org/I156144747","display_name":"Harbin Medical University","ror":"https://ror.org/05jscf583","country_code":"CN","type":"education","lineage":["https://openalex.org/I156144747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Dong","raw_affiliation_strings":["Department of Thoracic Surgery at No. 4 Affiliated Hospital, Harbin Medical University, Harbin, China","Department of Thoracic Surgery, No. 4 Affiliated Hospital, Harbin Medical University, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Thoracic Surgery at No. 4 Affiliated Hospital, Harbin Medical University, Harbin, China","institution_ids":["https://openalex.org/I156144747"]},{"raw_affiliation_string":"Department of Thoracic Surgery, No. 4 Affiliated Hospital, Harbin Medical University, Harbin, China","institution_ids":["https://openalex.org/I156144747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100776067","display_name":"Wei Wang","orcid":"https://orcid.org/0000-0002-1874-9947"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Wang","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-1874-9947","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049558861","display_name":"Kuanquan Wang","orcid":"https://orcid.org/0000-0003-1347-3491"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kuanquan Wang","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0003-1347-3491","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024430250","display_name":"Suyu Dong","orcid":"https://orcid.org/0000-0001-7521-8782"},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Suyu Dong","raw_affiliation_strings":["College of Computer and Control Engineering, Northeast Forestry University, Harbin, China","College of computer and control engineering, Northeast Forestry University, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Control Engineering, Northeast Forestry University, Harbin, China","institution_ids":["https://openalex.org/I47689461"]},{"raw_affiliation_string":"College of computer and control engineering, Northeast Forestry University, Harbin, China","institution_ids":["https://openalex.org/I47689461"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091843570","display_name":"Gongning Luo","orcid":"https://orcid.org/0000-0003-3662-0335"},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Gongning Luo","raw_affiliation_strings":["Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia","Computer, Electrical and Mathematical Sciences &amp; Engineering Division, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-3662-0335","affiliations":[{"raw_affiliation_string":"Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]},{"raw_affiliation_string":"Computer, Electrical and Mathematical Sciences &amp; Engineering Division, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia","institution_ids":["https://openalex.org/I71920554"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100386630","display_name":"Shuo Li","orcid":"https://orcid.org/0000-0002-5184-3230"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shuo Li","raw_affiliation_strings":["Department of Biomedical Engineering and Department of Computer and Data Science, Case Western Reserve University, Cleveland, OH, USA","Department of Biomedical Engineering and Department of Computer and Data Science Case Western Reserve University, Cleveland, OH, USA"],"raw_orcid":"https://orcid.org/0000-0002-5184-3230","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering and Department of Computer and Data Science, Case Western Reserve University, Cleveland, OH, USA","institution_ids":["https://openalex.org/I58956616"]},{"raw_affiliation_string":"Department of Biomedical Engineering and Department of Computer and Data Science Case Western Reserve University, Cleveland, OH, USA","institution_ids":["https://openalex.org/I58956616"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.3262,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.96447438,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"29","issue":"5","first_page":"3587","last_page":"3597"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9833999872207642,"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":0.9833999872207642,"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":0.9803000092506409,"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/T10862","display_name":"AI in cancer detection","score":0.9517999887466431,"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":0.8356960415840149},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.586927056312561},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5455756187438965},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.48586222529411316},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.48398303985595703},{"id":"https://openalex.org/keywords/unified-medical-language-system","display_name":"Unified Medical Language System","score":0.47822874784469604},{"id":"https://openalex.org/keywords/medical-diagnosis","display_name":"Medical diagnosis","score":0.45477932691574097},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41205137968063354},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.41110119223594666},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.337602436542511},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3338814973831177}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8356960415840149},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.586927056312561},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5455756187438965},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.48586222529411316},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.48398303985595703},{"id":"https://openalex.org/C69505689","wikidata":"https://www.wikidata.org/wiki/Q455338","display_name":"Unified Medical Language System","level":2,"score":0.47822874784469604},{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.45477932691574097},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41205137968063354},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.41110119223594666},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.337602436542511},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3338814973831177},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D000086382","descriptor_name":"COVID-19","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2025.3528196","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3528196","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:40030972","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40030972","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7599999904632568,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G1445374915","display_name":null,"funder_award_id":"62272135","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1745487217","display_name":null,"funder_award_id":"62372135","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2684065341","display_name":null,"funder_award_id":"2024M754207","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1984514441","https://openalex.org/W2194775991","https://openalex.org/W2611650229","https://openalex.org/W2914203365","https://openalex.org/W2922510944","https://openalex.org/W2963466845","https://openalex.org/W2963725249","https://openalex.org/W2995225687","https://openalex.org/W3011721937","https://openalex.org/W3112557529","https://openalex.org/W3114128166","https://openalex.org/W3135057764","https://openalex.org/W3172507542","https://openalex.org/W3201906559","https://openalex.org/W4312443924","https://openalex.org/W4312533035","https://openalex.org/W4312956471","https://openalex.org/W4365802581","https://openalex.org/W4384162023","https://openalex.org/W4385245566","https://openalex.org/W4385573131","https://openalex.org/W4387211247","https://openalex.org/W4387225894","https://openalex.org/W4390872699","https://openalex.org/W4396753423","https://openalex.org/W4402667887","https://openalex.org/W6761260114","https://openalex.org/W6784185929","https://openalex.org/W6791353385","https://openalex.org/W6804095316","https://openalex.org/W6810334672","https://openalex.org/W6810738896","https://openalex.org/W6845198207","https://openalex.org/W6851592950","https://openalex.org/W6852016728","https://openalex.org/W6853182932","https://openalex.org/W6853244215","https://openalex.org/W6853469104"],"related_works":["https://openalex.org/W79619734","https://openalex.org/W2010487328","https://openalex.org/W2340589664","https://openalex.org/W4281750475","https://openalex.org/W3087321790","https://openalex.org/W186091728","https://openalex.org/W2939811865","https://openalex.org/W2515426378","https://openalex.org/W2079870641","https://openalex.org/W1559912111"],"abstract_inverted_index":{"Medical":[0],"vision-language":[1],"pretraining":[2],"(VLP)":[3],"that":[4],"leverages":[5],"naturally-paired":[6],"medical":[7,13,46],"image-report":[8],"data":[9],"is":[10,63,99,137],"crucial":[11],"for":[12],"image":[14,118],"analysis.":[15],"However,":[16],"existing":[17],"methods":[18],"struggle":[19],"to":[20,29,65,101,113,124],"accurately":[21],"characterize":[22],"associations":[23],"between":[24,104],"images":[25],"and":[26,106,120,160,165],"diseases,":[27],"leading":[28],"inaccurate":[30],"or":[31],"incomplete":[32],"diagnostic":[33],"results.":[34],"In":[35],"this":[36],"work,":[37],"we":[38],"propose":[39],"MedFILIP,":[40],"a":[41,59,92,179],"fine-grained":[42,135,145,166],"VLP":[43],"model,":[44],"introduces":[45],"image-specific":[47],"knowledge":[48,97,122],"through":[49,78],"contrastive":[50],"learning,":[51],"specifically:":[52],"1)":[53],"An":[54],"information":[55,90],"extractor":[56],"based":[57,116,133],"on":[58,117,134,152],"large":[60],"language":[61],"model":[62,112,169],"proposed":[64,100],"decouple":[66],"comprehensive":[67],"disease":[68,76,126],"details":[69],"from":[70],"reports,":[71],"which":[72,109],"excels":[73],"in":[74],"extracting":[75],"deals":[77],"flexible":[79],"prompt":[80],"engineering,":[81],"thereby":[82],"effectively":[83],"reducing":[84],"text":[85],"complexity":[86],"while":[87],"retaining":[88],"rich":[89],"at":[91],"tiny":[93],"cost.":[94],"2)":[95],"A":[96,129],"injector":[98],"construct":[102],"relationships":[103],"categories":[105],"visual":[107],"attributes,":[108],"help":[110],"the":[111,173],"make":[114],"judgments":[115],"features,":[119],"fosters":[121],"extrapolation":[123],"unfamiliar":[125],"categories.":[127],"3)":[128],"semantic":[130],"similarity":[131],"matrix":[132],"annotations":[136],"proposed,":[138],"providing":[139],"smoother,":[140],"information-richer":[141],"labels,":[142],"thus":[143],"allowing":[144],"image-text":[146],"alignment.":[147],"4)":[148],"We":[149],"validate":[150],"MedFILIP":[151],"numerous":[153],"datasets,":[154],"e.g.,":[155],"RSNA-Pneumonia,":[156],"NIH":[157],"ChestX-ray14,":[158],"VinBigData,":[159],"COVID-19.":[161],"For":[162],"single-label,":[163],"multi-label,":[164],"classification,":[167],"our":[168],"achieves":[170],"state-of-the-art":[171],"performance,":[172],"classification":[174],"accuracy":[175],"has":[176],"increased":[177],"by":[178],"maximum":[180],"of":[181],"6.69%.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-03T08:13:44.112507","created_date":"2025-10-10T00:00:00"}
