{"id":"https://openalex.org/W4406238148","doi":"https://doi.org/10.1109/bibm62325.2024.10822551","title":"VGG-ST: A VGG-Swin Transformer-Based Model for ROP Disease Diagnosis","display_name":"VGG-ST: A VGG-Swin Transformer-Based Model for ROP Disease Diagnosis","publication_year":2024,"publication_date":"2024-12-03","ids":{"openalex":"https://openalex.org/W4406238148","doi":"https://doi.org/10.1109/bibm62325.2024.10822551"},"language":"en","primary_location":{"id":"doi:10.1109/bibm62325.2024.10822551","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10822551","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5047386659","display_name":"Xiang Luo","orcid":"https://orcid.org/0000-0002-9438-5225"},"institutions":[{"id":"https://openalex.org/I186143895","display_name":"Lehigh University","ror":"https://ror.org/012afjb06","country_code":"US","type":"education","lineage":["https://openalex.org/I186143895"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Xinwei Luo","raw_affiliation_strings":["Lehigh University,Computer Science and Engineering,PA,USA"],"affiliations":[{"raw_affiliation_string":"Lehigh University,Computer Science and Engineering,PA,USA","institution_ids":["https://openalex.org/I186143895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057931088","display_name":"Shaoyu Zhao","orcid":"https://orcid.org/0000-0001-5937-5366"},"institutions":[{"id":"https://openalex.org/I186143895","display_name":"Lehigh University","ror":"https://ror.org/012afjb06","country_code":"US","type":"education","lineage":["https://openalex.org/I186143895"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Songlin Zhao","raw_affiliation_strings":["Lehigh University,Computer Science and Engineering,PA,USA"],"affiliations":[{"raw_affiliation_string":"Lehigh University,Computer Science and Engineering,PA,USA","institution_ids":["https://openalex.org/I186143895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100706888","display_name":"Yong Chen","orcid":"https://orcid.org/0000-0002-2794-1324"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yong Chen","raw_affiliation_strings":["University of Pennsylvania,Biostatistics, Epidemiology and Informatics,PA,USA"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania,Biostatistics, Epidemiology and Informatics,PA,USA","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066670370","display_name":"Gui-Shuang Ying","orcid":null},"institutions":[{"id":"https://openalex.org/I14334203","display_name":"Penn Presbyterian Medical Center","ror":"https://ror.org/00swv7d52","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I14334203","https://openalex.org/I4210143392"]},{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gui-Shuang Ying","raw_affiliation_strings":["University of Pennsylvania,Ophthalmology, Scheie Eye Institute,PA,USA"],"affiliations":[{"raw_affiliation_string":"University of Pennsylvania,Ophthalmology, Scheie Eye Institute,PA,USA","institution_ids":["https://openalex.org/I14334203","https://openalex.org/I79576946"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071709543","display_name":"Lifang He","orcid":"https://orcid.org/0000-0001-7810-9071"},"institutions":[{"id":"https://openalex.org/I186143895","display_name":"Lehigh University","ror":"https://ror.org/012afjb06","country_code":"US","type":"education","lineage":["https://openalex.org/I186143895"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lifang He","raw_affiliation_strings":["Lehigh University,Computer Science and Engineering,PA,USA"],"affiliations":[{"raw_affiliation_string":"Lehigh University,Computer Science and Engineering,PA,USA","institution_ids":["https://openalex.org/I186143895"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5047386659"],"corresponding_institution_ids":["https://openalex.org/I186143895"],"apc_list":null,"apc_paid":null,"fwci":0.6484,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.81058001,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"4987","last_page":"4994"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12431","display_name":"Sugarcane Cultivation and Processing","score":0.9174000024795532,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12431","display_name":"Sugarcane Cultivation and Processing","score":0.9174000024795532,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5825216770172119},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5813868641853333},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1922878623008728},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.1201605498790741},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.05747830867767334}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5825216770172119},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5813868641853333},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1922878623008728},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.1201605498790741},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.05747830867767334}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm62325.2024.10822551","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10822551","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320310365","display_name":"Lehigh University","ror":"https://ror.org/012afjb06"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1932847118","https://openalex.org/W1964583638","https://openalex.org/W2007763447","https://openalex.org/W2071452366","https://openalex.org/W2084490468","https://openalex.org/W2097117768","https://openalex.org/W2108598243","https://openalex.org/W2154549868","https://openalex.org/W2395334813","https://openalex.org/W2568585884","https://openalex.org/W2900866761","https://openalex.org/W2962858109","https://openalex.org/W2979688847","https://openalex.org/W2990460508","https://openalex.org/W2997604048","https://openalex.org/W3083129678","https://openalex.org/W3118974431","https://openalex.org/W3126952145","https://openalex.org/W3210710789","https://openalex.org/W4248231685","https://openalex.org/W4307230124","https://openalex.org/W4366606969","https://openalex.org/W4386362613","https://openalex.org/W4386362994","https://openalex.org/W4388282762","https://openalex.org/W4390970736","https://openalex.org/W4391842480","https://openalex.org/W4398767989","https://openalex.org/W4399766129","https://openalex.org/W6631190155","https://openalex.org/W6861149905"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0,75,200],"detection":[1],"of":[2,5,39,144],"Referral-Warranted":[3],"Retinopathy":[4],"Prematurity":[6],"(RW-ROP)":[7],"is":[8,203],"crucial":[9],"for":[10,45,69,125,193],"preventing":[11],"severe":[12],"visual":[13],"impairment":[14],"in":[15,30,169,197],"premature":[16],"infants.":[17],"Recent":[18],"studies":[19],"have":[20],"demonstrated":[21],"that":[22,109,176],"deep":[23],"learning":[24],"models,":[25],"particularly":[26],"CNNs,":[27],"are":[28,134],"effective":[29],"classifying":[31],"ROP.":[32],"However,":[33],"the":[34,80,90,122,131,142,170,177],"comprehensive":[35,97],"extraction":[36],"and":[37,65,89,113,149,163],"integration":[38,119],"ROP-relevant":[40],"features":[41,88,115,133],"from":[42],"retinal":[43,73,164],"images":[44],"accurate":[46,127],"classification":[47,138,182],"remains":[48],"challenging.":[49],"In":[50],"this":[51],"paper,":[52],"we":[53],"propose":[54],"a":[55,104,137,190],"hybrid":[56],"model":[57,77,179],"based":[58],"on":[59],"Very":[60],"Deep":[61],"Convolutional":[62],"Networks":[63],"(VGG)":[64],"Swin":[66,91],"Transformer":[67,92],"(VGG-ST)":[68],"identifying":[70],"RW-ROP":[71,128,150],"using":[72],"images.":[74],"VGG-ST":[76,178],"first":[78],"employs":[79],"VGG19":[81],"architecture":[82,94],"to":[83,95,140,159,185],"extract":[84],"detailed":[85],"local":[86,112],"image":[87,165],"V2":[93],"capture":[96],"global":[98,114],"contextual":[99],"information.":[100],"It":[101],"then":[102],"introduces":[103],"novel":[105],"feature":[106,123],"enhancement":[107],"module":[108,139],"combines":[110],"these":[111],"through":[116,136],"an":[117],"adaptive":[118],"strategy,":[120],"optimizing":[121],"representation":[124],"more":[126],"detection.":[129],"Finally,":[130],"integrated":[132],"processed":[135],"predict":[141],"probability":[143],"RW-ROP,":[145],"distinguishing":[146],"between":[147],"normal":[148],"cases.":[151],"We":[152],"also":[153],"present":[154],"customized":[155],"data":[156],"preprocessing":[157],"techniques":[158],"address":[160],"class":[161],"imbalance":[162],"blur":[166],"issues":[167],"inherent":[168],"e-ROP":[171],"dataset.":[172],"Experimental":[173],"results":[174],"demonstrate":[175],"offers":[180],"improved":[181],"sensitivity":[183],"compared":[184],"existing":[186],"methods,":[187],"making":[188],"it":[189],"promising":[191],"tool":[192],"automated":[194],"ROP":[195],"screening":[196],"clinical":[198],"settings.":[199],"source":[201],"code":[202],"available":[204],"at":[205],"https://github.com/hawk-sudo/VGG-ST.":[206]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}
