{"id":"https://openalex.org/W7161791109","doi":"https://doi.org/10.1109/isbi61048.2026.11515348","title":"Integrating Multi-Modal Fundus Photography for Precision Diagnosis in Ophthalmology","display_name":"Integrating Multi-Modal Fundus Photography for Precision Diagnosis in Ophthalmology","publication_year":2026,"publication_date":"2026-04-08","ids":{"openalex":"https://openalex.org/W7161791109","doi":"https://doi.org/10.1109/isbi61048.2026.11515348"},"language":null,"primary_location":{"id":"doi:10.1109/isbi61048.2026.11515348","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi61048.2026.11515348","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 23rd 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/A5136586506","display_name":"Fan Xiao","orcid":null},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fan Xiao","raw_affiliation_strings":["Academy for Engineering and Technology, Fudan University,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academy for Engineering and Technology, Fudan University,Shanghai,China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136529183","display_name":"Junlin Hou","orcid":null},"institutions":[{"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"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Junlin Hou","raw_affiliation_strings":["HKUST"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HKUST","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121360986","display_name":"Y M Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092517","display_name":"Shanghai Eye Disease Prevention & Treatment Center","ror":"https://ror.org/0048a4976","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210092517"]},{"id":"https://openalex.org/I4210106542","display_name":"Shanghai Public Health Clinical Center","ror":"https://ror.org/01nnwyz44","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210106542"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiqian Xu","raw_affiliation_strings":["School of Public Health, Fudan University,Shanghai,China","Shanghai Eye Diseases Prevention &#x0026; Treatment Center,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Public Health, Fudan University,Shanghai,China","institution_ids":["https://openalex.org/I4210106542"]},{"raw_affiliation_string":"Shanghai Eye Diseases Prevention &#x0026; Treatment Center,Shanghai,China","institution_ids":["https://openalex.org/I4210092517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034070242","display_name":"Ruiwei ZHAO","orcid":null},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruiwei Zhao","raw_affiliation_strings":["Academy for Engineering and Technology, Fudan University,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academy for Engineering and Technology, Fudan University,Shanghai,China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136603254","display_name":"Haidong Zou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092517","display_name":"Shanghai Eye Disease Prevention & Treatment Center","ror":"https://ror.org/0048a4976","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210092517"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haidong Zou","raw_affiliation_strings":["Shanghai Eye Diseases Prevention &#x0026; Treatment Center,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Eye Diseases Prevention &#x0026; Treatment Center,Shanghai,China","institution_ids":["https://openalex.org/I4210092517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136572791","display_name":"Lina Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092517","display_name":"Shanghai Eye Disease Prevention & Treatment Center","ror":"https://ror.org/0048a4976","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210092517"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lina Lu","raw_affiliation_strings":["Shanghai Eye Diseases Prevention &#x0026; Treatment Center,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Eye Diseases Prevention &#x0026; Treatment Center,Shanghai,China","institution_ids":["https://openalex.org/I4210092517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121360986","display_name":"Y M Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092517","display_name":"Shanghai Eye Disease Prevention & Treatment Center","ror":"https://ror.org/0048a4976","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210092517"]},{"id":"https://openalex.org/I4210106542","display_name":"Shanghai Public Health Clinical Center","ror":"https://ror.org/01nnwyz44","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210106542"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Xu","raw_affiliation_strings":["School of Public Health, Fudan University,Shanghai,China","Shanghai Eye Diseases Prevention &#x0026; Treatment Center,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Public Health, Fudan University,Shanghai,China","institution_ids":["https://openalex.org/I4210106542"]},{"raw_affiliation_string":"Shanghai Eye Diseases Prevention &#x0026; Treatment Center,Shanghai,China","institution_ids":["https://openalex.org/I4210092517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090187469","display_name":"Juzhao Zhang","orcid":"https://orcid.org/0000-0002-8420-8276"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Juzhao Zhang","raw_affiliation_strings":["Shanghai Jiao Tong University School of Medicine,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University School of Medicine,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5136529661","display_name":"Rui Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Feng","raw_affiliation_strings":["Academy for Engineering and Technology, Fudan University,Shanghai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academy for Engineering and Technology, Fudan University,Shanghai,China","institution_ids":["https://openalex.org/I24943067"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.8136807,"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":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.5920000076293945,"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":0.5920000076293945,"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/T14384","display_name":"Ophthalmology and Visual Health Research","score":0.14350000023841858,"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/T10170","display_name":"Retinal Diseases and Treatments","score":0.02969999983906746,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/photography","display_name":"Photography","score":0.47290000319480896},{"id":"https://openalex.org/keywords/fundus","display_name":"Fundus (uterus)","score":0.4453999996185303},{"id":"https://openalex.org/keywords/fundus-photography","display_name":"Fundus photography","score":0.40290001034736633},{"id":"https://openalex.org/keywords/fundus-camera","display_name":"Fundus camera","score":0.28139999508857727},{"id":"https://openalex.org/keywords/ophthalmoscopy","display_name":"Ophthalmoscopy","score":0.2743000090122223}],"concepts":[{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.6068000197410583},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.522599995136261},{"id":"https://openalex.org/C119657128","wikidata":"https://www.wikidata.org/wiki/Q11633","display_name":"Photography","level":2,"score":0.47290000319480896},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.4453999996185303},{"id":"https://openalex.org/C2776474195","wikidata":"https://www.wikidata.org/wiki/Q1144413","display_name":"Fundus photography","level":4,"score":0.40290001034736633},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.38100001215934753},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34940001368522644},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29330000281333923},{"id":"https://openalex.org/C2908868075","wikidata":"https://www.wikidata.org/wiki/Q1144413","display_name":"Fundus camera","level":4,"score":0.28139999508857727},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2761000096797943},{"id":"https://openalex.org/C2780623050","wikidata":"https://www.wikidata.org/wiki/Q837188","display_name":"Ophthalmoscopy","level":3,"score":0.2743000090122223},{"id":"https://openalex.org/C163763905","wikidata":"https://www.wikidata.org/wiki/Q17075943","display_name":"Precision medicine","level":2,"score":0.25440001487731934}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi61048.2026.11515348","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi61048.2026.11515348","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 23rd 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":13,"referenced_works":["https://openalex.org/W2085456980","https://openalex.org/W2979644159","https://openalex.org/W2980030301","https://openalex.org/W3035422918","https://openalex.org/W3094502228","https://openalex.org/W3133447805","https://openalex.org/W3202229673","https://openalex.org/W3204146347","https://openalex.org/W3208682762","https://openalex.org/W4311903772","https://openalex.org/W4313527355","https://openalex.org/W4385230639","https://openalex.org/W4390738765"],"related_works":[],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"multi-modal":[3,102,173],"fundus":[4,36,41,142,174],"imaging":[5,15,28],"has":[6],"become":[7],"crucial":[8],"for":[9,30,114,159,187],"comprehensive":[10],"retinal":[11,21,64],"assessment,":[12],"since":[13],"different":[14,27],"modalities":[16],"provide":[17],"complementary":[18,47],"information":[19,109],"about":[20],"structures":[22],"and":[23,39,46,112,117,151],"lesions.":[24],"As":[25],"two":[26,141],"tools":[29],"diabetic":[31],"retinopathy":[32],"(DR)":[33],"grading,":[34,120],"color":[35,54],"photography":[37,42],"(CFP)":[38],"infrared":[40],"(IFP)":[43],"are":[44],"highly-correlated":[45],"in":[48,71],"clinical":[49,166],"applications.":[50],"CFP":[51,83,111],"offers":[52],"rich":[53],"information,":[55],"where":[56,82],"as":[57,77],"IFP":[58,113],"captures":[59],"pathological":[60],"changes":[61],"from":[62,110],"deeper":[63],"layers.":[65],"This":[66],"complementarity":[67],"is":[68,94],"especially":[69],"valuable":[70],"eyes":[72],"with":[73],"media":[74],"opacities,":[75],"such":[76,123],"cataract":[78],"or":[79],"vitreous":[80],"haze,":[81],"quality":[84],"often":[85],"degrades.":[86],"To":[87],"the":[88,95,137,149,156,177],"best":[89],"of":[90,140,169,172,179],"our":[91,180],"knowledge,":[92],"this":[93],"first":[96],"study":[97],"to":[98,135,154],"explore":[99],"a":[100,129,165],"novel":[101],"deep":[103],"learning":[104],"framework":[105],"that":[106],"effectively":[107],"fuses":[108],"more":[115],"accurate":[116],"robust":[118],"DR":[119,160],"particularly":[121],"under":[122],"challenging":[124],"conditions.":[125],"Specifically,":[126],"we":[127,146],"construct":[128],"dual-stream":[130],"architecture":[131],"Cross-Fundus":[132],"Transformer":[133],"(CFT)":[134],"fuse":[136],"ViT-based":[138],"features":[139],"image":[143],"modalities.":[144],"Moreover,":[145],"adopt":[147],"both":[148],"single-modality":[150],"multi-modality":[152],"supervisions":[153],"maximize":[155],"overall":[157],"performance":[158],"grading.":[161],"Extensive":[162],"experiments":[163],"on":[164],"dataset":[167],"consisting":[168],"1,713":[170],"pairs":[171],"images":[175],"demonstrate":[176],"superiority":[178],"proposed":[181],"method.":[182],"Code":[183],"will":[184],"be":[185],"released":[186],"public":[188],"access.":[189]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-05-21T00:00:00"}
