{"id":"https://openalex.org/W4410298099","doi":"https://doi.org/10.1109/isbi60581.2025.10981014","title":"F<sup>2</sup>UE-NET: An Uncertainty-Driven Dynamic Expert Network for Long-Tail Retinal Disease Classification","display_name":"F<sup>2</sup>UE-NET: An Uncertainty-Driven Dynamic Expert Network for Long-Tail Retinal Disease Classification","publication_year":2025,"publication_date":"2025-04-14","ids":{"openalex":"https://openalex.org/W4410298099","doi":"https://doi.org/10.1109/isbi60581.2025.10981014"},"language":"en","primary_location":{"id":"doi:10.1109/isbi60581.2025.10981014","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10981014","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":"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/A5001492966","display_name":"Junyong Zhao","orcid":"https://orcid.org/0000-0002-1319-2211"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junyong Zhao","raw_affiliation_strings":["College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics,MOE Key Laboratory of Brain Computer Intelligence Technology,Nanjing,China,211106"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics,MOE Key Laboratory of Brain Computer Intelligence Technology,Nanjing,China,211106","institution_ids":["https://openalex.org/I9842412"]}]},{"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":["Shantou University and the Chinese University of Hong Kong,Joint Shantou International Eye Center,Shantou,Guangdong,China,515041"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shantou University and the Chinese University of Hong Kong,Joint Shantou International Eye Center,Shantou,Guangdong,China,515041","institution_ids":["https://openalex.org/I177725633","https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100377147","display_name":"Meng Wang","orcid":"https://orcid.org/0000-0002-3094-7735"},"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":["Yong Loo Lin School of Medicine, National University of Singapore,Department of Ophthalmology,Singapore,Singapore,117549"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yong Loo Lin School of Medicine, National University of Singapore,Department of Ophthalmology,Singapore,Singapore,117549","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043777246","display_name":"Liang Sun","orcid":"https://orcid.org/0000-0003-2326-4802"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Sun","raw_affiliation_strings":["College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics,MOE Key Laboratory of Brain Computer Intelligence Technology,Nanjing,China,211106"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics,MOE Key Laboratory of Brain Computer Intelligence Technology,Nanjing,China,211106","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100763969","display_name":"Haoyu Chen","orcid":"https://orcid.org/0000-0001-7618-9733"},"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":"Haoyu Chen","raw_affiliation_strings":["Shantou University and the Chinese University of Hong Kong,Joint Shantou International Eye Center,Shantou,Guangdong,China,515041"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shantou University and the Chinese University of Hong Kong,Joint Shantou International Eye Center,Shantou,Guangdong,China,515041","institution_ids":["https://openalex.org/I177725633","https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008732858","display_name":"Daoqiang Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Daoqiang Zhang","raw_affiliation_strings":["College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics,MOE Key Laboratory of Brain Computer Intelligence Technology,Nanjing,China,211106"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics,MOE Key Laboratory of Brain Computer Intelligence Technology,Nanjing,China,211106","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"last","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":false,"raw_author_name":"Huazhu Fu","raw_affiliation_strings":["Institute of High Performance Computing (IHPC),Agency for Science, Technology and Research (A*STAR),Singapore,Singapore,138632"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing (IHPC),Agency for Science, Technology and Research (A*STAR),Singapore,Singapore,138632","institution_ids":["https://openalex.org/I115228651","https://openalex.org/I3004594783"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"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":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9839000105857849,"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":0.9839000105857849,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5423756837844849},{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.5138792991638184},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.43498626351356506},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38671913743019104},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.3429999351501465},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15514680743217468},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.09340465068817139},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08270016312599182}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5423756837844849},{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.5138792991638184},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.43498626351356506},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38671913743019104},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.3429999351501465},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15514680743217468},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.09340465068817139},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08270016312599182},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi60581.2025.10981014","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10981014","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":[{"id":"https://openalex.org/G4539265296","display_name":null,"funder_award_id":"62136004,61876082,61732006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2581082771","https://openalex.org/W2904900506","https://openalex.org/W2962933664","https://openalex.org/W2963351448","https://openalex.org/W2963469976","https://openalex.org/W2963691377","https://openalex.org/W4226129051","https://openalex.org/W4313066313","https://openalex.org/W4386697749","https://openalex.org/W6768920361","https://openalex.org/W6784097300"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2935759653","https://openalex.org/W3105167352","https://openalex.org/W54078636","https://openalex.org/W2954470139","https://openalex.org/W1501425562","https://openalex.org/W2902782467","https://openalex.org/W3084825885"],"abstract_inverted_index":{"The":[0],"automatic":[1],"diagnosis":[2],"of":[3],"retinal":[4,22,47,120],"diseases":[5],"presents":[6],"a":[7,104],"significant":[8],"challenge":[9],"in":[10,20,29,118],"medical":[11],"image":[12],"analysis,":[13],"primarily":[14],"due":[15],"to":[16,62,88],"the":[17,64],"long-tail":[18,46,105,119],"distribution":[19],"existing":[21],"datasets.":[23],"This":[24],"imbalance":[25],"creates":[26],"substantial":[27],"difficulties":[28],"model":[30],"training":[31],"and":[32,72],"performance.":[33,74],"To":[34],"address":[35],"this":[36],"issue,":[37],"we":[38,56,76],"propose":[39],"an":[40,78],"uncertainty-driven":[41,79],"dynamic":[42,80],"expert":[43,81],"network":[44],"for":[45,97],"disease":[48,107,121],"classification,":[49],"called":[50],"<tex":[51,111],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[52,112],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\mathrm{F}^{2}\\text{UE}$</tex>":[53],"-Net.":[54],"Specifically,":[55],"apply":[57],"Low-Rank":[58],"Adaptation":[59],"(LoRA)":[60],"technology":[61],"fine-tune":[63],"foundation":[65],"model,":[66],"enhancing":[67],"its":[68],"feature":[69],"extraction":[70],"capabilities":[71],"overall":[73],"Additionally,":[75],"introduce":[77],"participation":[82],"strategy,":[83],"which":[84],"assigns":[85],"appropriate":[86],"weights":[87],"different":[89],"categories":[90],"during":[91],"training,":[92],"ensuring":[93],"high":[94],"accuracy":[95],"even":[96],"rare,":[98],"tail-end":[99],"diseases.":[100],"Experimental":[101],"results":[102],"on":[103],"fundus":[106],"dataset":[108],"demonstrate":[109],"that":[110],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\mathrm{F}^{2}$</tex>":[113],"UE":[114],"outperforms":[115],"state-of-the-art":[116],"methods":[117],"classification.":[122]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
