{"id":"https://openalex.org/W4403248039","doi":"https://doi.org/10.1007/978-3-031-73119-8_16","title":"Enhancing Large Foundation Models to\u00a0Identify Fundus Diseases Based on\u00a0Contrastive Enhanced Low-Rank Adaptation Prompt","display_name":"Enhancing Large Foundation Models to\u00a0Identify Fundus Diseases Based on\u00a0Contrastive Enhanced Low-Rank Adaptation Prompt","publication_year":2024,"publication_date":"2024-10-09","ids":{"openalex":"https://openalex.org/W4403248039","doi":"https://doi.org/10.1007/978-3-031-73119-8_16"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-73119-8_16","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-73119-8_16","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"conference-paper","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/A5100377107","display_name":"Meng Wang","orcid":"https://orcid.org/0000-0001-7882-1747"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Meng Wang","raw_affiliation_strings":["Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore","Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027264311","display_name":"Tian Lin","orcid":"https://orcid.org/0000-0002-6415-5381"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]},{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Tian Lin","raw_affiliation_strings":["Joint Shantou International Eye Center, Shantou University and the Chinese University of Hong Kong, Shantou, 515041, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Joint Shantou International Eye Center, Shantou University and the Chinese University of Hong Kong, Shantou, 515041, Guangdong, China","institution_ids":["https://openalex.org/I177725633","https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080326933","display_name":"Ting Xu","orcid":"https://orcid.org/0000-0002-7851-3389"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ting Xu","raw_affiliation_strings":["Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore","Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060934622","display_name":"Ke Zou","orcid":"https://orcid.org/0000-0002-1181-1779"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ke Zou","raw_affiliation_strings":["Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore","Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100763973","display_name":"Haoyu Chen","orcid":"https://orcid.org/0000-0003-0676-4610"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]},{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]},{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["CN","HK"],"is_corresponding":true,"raw_author_name":"Haoyu Chen","raw_affiliation_strings":["Joint Shantou International Eye Center, Shantou University and the Chinese University of Hong Kong, Shantou, 515041, Guangdong, China","and Technology, Hong Kong University of Science, Kowloon, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Joint Shantou International Eye Center, Shantou University and the Chinese University of Hong Kong, Shantou, 515041, Guangdong, China","institution_ids":["https://openalex.org/I177725633","https://openalex.org/I32574673"]},{"raw_affiliation_string":"and Technology, Hong Kong University of Science, Kowloon, Hong Kong","institution_ids":["https://openalex.org/I200769079","https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010970485","display_name":"Huazhu Fu","orcid":"https://orcid.org/0000-0002-9702-5524"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]},{"id":"https://openalex.org/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Huazhu Fu","raw_affiliation_strings":["Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), 1 Fusionopolis Way, #16-16 Connexis, Singapore, 138632, Republic of Singapore","Institute of High Performance Computing, Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), 1 Fusionopolis Way, #16-16 Connexis, Singapore, 138632, Republic of Singapore","institution_ids":["https://openalex.org/I115228651","https://openalex.org/I3004594783"]},{"raw_affiliation_string":"Institute of High Performance Computing, Singapore, Singapore","institution_ids":["https://openalex.org/I3004594783"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5107425998","display_name":"Ching-Yu Cheng","orcid":null},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]},{"id":"https://openalex.org/I2799299286","display_name":"Singapore National Eye Center","ror":"https://ror.org/029nvrb94","country_code":"SG","type":"healthcare","lineage":["https://openalex.org/I2799299286"]},{"id":"https://openalex.org/I4210116917","display_name":"Singapore Eye Research Institute","ror":"https://ror.org/02crz6e12","country_code":"SG","type":"facility","lineage":["https://openalex.org/I4210116917"]},{"id":"https://openalex.org/I4210126319","display_name":"Duke-NUS Medical School","ror":"https://ror.org/02j1m6098","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596","https://openalex.org/I170897317","https://openalex.org/I4210126319"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Ching-Yu Cheng","raw_affiliation_strings":["Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore","Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore","Ophthalmology and Visual Sciences Academic Clinical Program (EYE ACP), Duke-NUS Medical School, Singapore, Singapore","Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Republic of Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117549, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Ophthalmology and Visual Sciences Academic Clinical Program (EYE ACP), Duke-NUS Medical School, Singapore, Singapore","institution_ids":["https://openalex.org/I4210116917","https://openalex.org/I4210126319"]},{"raw_affiliation_string":"Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Republic of Singapore","institution_ids":["https://openalex.org/I2799299286","https://openalex.org/I4210116917"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5010970485","https://openalex.org/A5100763973","https://openalex.org/A5107425998"],"corresponding_institution_ids":["https://openalex.org/I115228651","https://openalex.org/I165932596","https://openalex.org/I177725633","https://openalex.org/I200769079","https://openalex.org/I2799299286","https://openalex.org/I3004594783","https://openalex.org/I32574673","https://openalex.org/I4210116917","https://openalex.org/I4210126319","https://openalex.org/I889458895"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"157","last_page":"166"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9998999834060669,"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/T12599","display_name":"Retinal and Optic Conditions","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/2731","display_name":"Ophthalmology"},"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9822999835014343,"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/computer-science","display_name":"Computer science","score":0.818975567817688},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5950295925140381},{"id":"https://openalex.org/keywords/fundus","display_name":"Fundus (uterus)","score":0.564689576625824},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.5270605087280273},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.5076133012771606},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39425358176231384},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.14696180820465088},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08701136708259583},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.06222349405288696},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.05053791403770447},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.043456822633743286}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.818975567817688},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5950295925140381},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.564689576625824},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.5270605087280273},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.5076133012771606},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39425358176231384},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.14696180820465088},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08701136708259583},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.06222349405288696},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.05053791403770447},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.043456822633743286},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-73119-8_16","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-73119-8_16","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2962858109","https://openalex.org/W3114632476","https://openalex.org/W3151682633","https://openalex.org/W3206746877","https://openalex.org/W4205902690","https://openalex.org/W4234482043","https://openalex.org/W4386697749","https://openalex.org/W4387898479","https://openalex.org/W4392172801","https://openalex.org/W6600018615","https://openalex.org/W6826116265"],"related_works":["https://openalex.org/W2381393187","https://openalex.org/W2332779545","https://openalex.org/W2358060160","https://openalex.org/W2035483685","https://openalex.org/W1969764885","https://openalex.org/W596947562","https://openalex.org/W2793937822","https://openalex.org/W2790817834","https://openalex.org/W2220552745","https://openalex.org/W2374520121"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
