{"id":"https://openalex.org/W4319663597","doi":"https://doi.org/10.1109/tmi.2023.3243692","title":"GLIM-Net: Chronic Glaucoma Forecast Transformer for Irregularly Sampled Sequential Fundus Images","display_name":"GLIM-Net: Chronic Glaucoma Forecast Transformer for Irregularly Sampled Sequential Fundus Images","publication_year":2023,"publication_date":"2023-02-09","ids":{"openalex":"https://openalex.org/W4319663597","doi":"https://doi.org/10.1109/tmi.2023.3243692","pmid":"https://pubmed.ncbi.nlm.nih.gov/37022815"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2023.3243692","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2023.3243692","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Transactions on Medical Imaging","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/A5101932473","display_name":"Xiaoyan Hu","orcid":"https://orcid.org/0000-0002-5158-9949"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyan Hu","raw_affiliation_strings":["Beijing Key Laboratory of Mobile Computing and Pervasive Device, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-5158-9949","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Mobile Computing and Pervasive Device, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101795504","display_name":"Lingxiao Zhang","orcid":"https://orcid.org/0000-0001-8922-7639"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ling-Xiao Zhang","raw_affiliation_strings":["Beijing Key Laboratory of Mobile Computing and Pervasive Device, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8922-7639","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Mobile Computing and Pervasive Device, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100629376","display_name":"Lin Gao","orcid":"https://orcid.org/0000-0002-1021-8148"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Gao","raw_affiliation_strings":["Beijing Key Laboratory of Mobile Computing and Pervasive Device, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-1021-8148","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Mobile Computing and Pervasive Device, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102789464","display_name":"Weiwei Dai","orcid":"https://orcid.org/0000-0003-3375-0249"},"institutions":[{"id":"https://openalex.org/I4210154929","display_name":"He Eye Hospital","ror":"https://ror.org/04fnhr972","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210154929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiwei Dai","raw_affiliation_strings":["Changsha Aier Eye Hospital, Hunan, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Changsha Aier Eye Hospital, Hunan, Changsha, China","institution_ids":["https://openalex.org/I4210154929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042771880","display_name":"Xiaoguang Han","orcid":"https://orcid.org/0000-0003-0162-3296"},"institutions":[{"id":"https://openalex.org/I4210116924","display_name":"Chinese University of Hong Kong, Shenzhen","ror":"https://ror.org/02d5ks197","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633","https://openalex.org/I180726961","https://openalex.org/I4210116924"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoguang Han","raw_affiliation_strings":["School of Science and Engineering (SSE), The Chinese University of Hong Kong, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-0162-3296","affiliations":[{"raw_affiliation_string":"School of Science and Engineering (SSE), The Chinese University of Hong Kong, Shenzhen, China","institution_ids":["https://openalex.org/I4210116924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067850699","display_name":"Yu\u2010Kun Lai","orcid":"https://orcid.org/0000-0002-2094-5680"},"institutions":[{"id":"https://openalex.org/I97429440","display_name":"University of Wales","ror":"https://ror.org/01se4f844","country_code":"GB","type":"education","lineage":["https://openalex.org/I97429440"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yu-Kun Lai","raw_affiliation_strings":["School of Computer Science and Informatics, Cardiff University, Wales, U.K"],"raw_orcid":"https://orcid.org/0000-0002-2094-5680","affiliations":[{"raw_affiliation_string":"School of Computer Science and Informatics, Cardiff University, Wales, U.K","institution_ids":["https://openalex.org/I97429440"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008558592","display_name":"Yiqiang Chen","orcid":"https://orcid.org/0000-0002-8407-0780"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiqiang Chen","raw_affiliation_strings":["Beijing Key Laboratory of Mobile Computing and Pervasive Device, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-8407-0780","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Mobile Computing and Pervasive Device, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.6921,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.97889918,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"42","issue":"6","first_page":"1875","last_page":"1884"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":1.0,"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":1.0,"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/T10250","display_name":"Glaucoma and retinal disorders","score":0.9980000257492065,"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":0.9861000180244446,"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/glaucoma","display_name":"Glaucoma","score":0.8390363454818726},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6779583096504211},{"id":"https://openalex.org/keywords/blindness","display_name":"Blindness","score":0.5749577283859253},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5499486923217773},{"id":"https://openalex.org/keywords/fundus","display_name":"Fundus (uterus)","score":0.51908278465271},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5152540802955627},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.4708898663520813},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3417567014694214},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3252716660499573},{"id":"https://openalex.org/keywords/optometry","display_name":"Optometry","score":0.29016053676605225},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.19328072667121887},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.17017900943756104},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07700949907302856}],"concepts":[{"id":"https://openalex.org/C2778527774","wikidata":"https://www.wikidata.org/wiki/Q159701","display_name":"Glaucoma","level":2,"score":0.8390363454818726},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6779583096504211},{"id":"https://openalex.org/C2780929884","wikidata":"https://www.wikidata.org/wiki/Q737460","display_name":"Blindness","level":2,"score":0.5749577283859253},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5499486923217773},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.51908278465271},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5152540802955627},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4708898663520813},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3417567014694214},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3252716660499573},{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.29016053676605225},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.19328072667121887},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.17017900943756104},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07700949907302856},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001766","descriptor_name":"Blindness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001766","descriptor_name":"Blindness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001766","descriptor_name":"Blindness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005654","descriptor_name":"Fundus Oculi","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005654","descriptor_name":"Fundus Oculi","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005654","descriptor_name":"Fundus Oculi","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005901","descriptor_name":"Glaucoma","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D005901","descriptor_name":"Glaucoma","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D005901","descriptor_name":"Glaucoma","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"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}],"locations_count":3,"locations":[{"id":"doi:10.1109/tmi.2023.3243692","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2023.3243692","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"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 Transactions on Medical Imaging","raw_type":"journal-article"},{"id":"pmid:37022815","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37022815","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 transactions on medical imaging","raw_type":null},{"id":"pmh:oai:https://orca.cardiff.ac.uk:156941","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401195","display_name":"ORCA Online Research @Cardiff (Cardiff University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79510175","host_organization_name":"Cardiff University","host_organization_lineage":["https://openalex.org/I79510175"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.47999998927116394,"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17"}],"awards":[{"id":"https://openalex.org/G2414762187","display_name":null,"funder_award_id":"NAF\\R2\\192151","funder_id":"https://openalex.org/F4320320006","funder_display_name":"Royal Society"},{"id":"https://openalex.org/G315622999","display_name":null,"funder_award_id":"JQ21013","funder_id":"https://openalex.org/F4320320006","funder_display_name":"Royal Society"},{"id":"https://openalex.org/G413714416","display_name":null,"funder_award_id":"KFJ-STS-QYZD-2021-11-001","funder_id":"https://openalex.org/F4320321133","funder_display_name":"Chinese Academy of Sciences"}],"funders":[{"id":"https://openalex.org/F4320320006","display_name":"Royal Society","ror":"https://ror.org/03wnrjx87"},{"id":"https://openalex.org/F4320321133","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35"},{"id":"https://openalex.org/F4320322847","display_name":"Youth Innovation Promotion Association of the Chinese Academy of Sciences","ror":"https://ror.org/031141b54"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1821462560","https://openalex.org/W1970015880","https://openalex.org/W2064675550","https://openalex.org/W2081178133","https://openalex.org/W2108824200","https://openalex.org/W2160605010","https://openalex.org/W2194775991","https://openalex.org/W2293295816","https://openalex.org/W2402050431","https://openalex.org/W2511950764","https://openalex.org/W2562274121","https://openalex.org/W2609115579","https://openalex.org/W2784168210","https://openalex.org/W2804179870","https://openalex.org/W2883681297","https://openalex.org/W2896457183","https://openalex.org/W2949185485","https://openalex.org/W2963142663","https://openalex.org/W2964696298","https://openalex.org/W2970597249","https://openalex.org/W2979956313","https://openalex.org/W3030520226","https://openalex.org/W3038010422","https://openalex.org/W3043513274","https://openalex.org/W3085574514","https://openalex.org/W3090768978","https://openalex.org/W3098085362","https://openalex.org/W3118608800","https://openalex.org/W3128090102","https://openalex.org/W3160284783","https://openalex.org/W3170874841","https://openalex.org/W3171516518","https://openalex.org/W3175227919","https://openalex.org/W3203480968","https://openalex.org/W3204146347","https://openalex.org/W4224225769","https://openalex.org/W4298395628","https://openalex.org/W4299802238","https://openalex.org/W4385245566","https://openalex.org/W6631190155","https://openalex.org/W6638523607","https://openalex.org/W6642818901","https://openalex.org/W6713423098","https://openalex.org/W6730644535","https://openalex.org/W6739901393","https://openalex.org/W6755207826","https://openalex.org/W6763367864","https://openalex.org/W6763701032","https://openalex.org/W6769955919","https://openalex.org/W6778485988","https://openalex.org/W6780226713","https://openalex.org/W6787972765","https://openalex.org/W6788135285","https://openalex.org/W6795435739","https://openalex.org/W6797235774"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W2745001401","https://openalex.org/W4321353415","https://openalex.org/W2130974462","https://openalex.org/W972276598","https://openalex.org/W4246352526","https://openalex.org/W2028665553","https://openalex.org/W2333333039","https://openalex.org/W2429379476","https://openalex.org/W2914354620"],"abstract_inverted_index":{"Chronic":[0],"Glaucoma":[1,29],"is":[2,12,46,92,157],"an":[3,146,153],"eye":[4,34],"disease":[5],"with":[6],"progressive":[7],"optic":[8],"nerve":[9],"damage.":[10],"It":[11],"the":[13,22,41,58,81,87,94,110,172,178,184,189,194,197,209],"second":[14],"leading":[15,24],"cause":[16,25],"of":[17,26,36,53,60,83,113,160,180,196,211],"blindness":[18],"after":[19],"cataract":[20],"and":[21,51,56,127],"first":[23],"irreversible":[27],"blindness.":[28,61],"forecast":[30,69],"can":[31,203],"predict":[32,80],"future":[33,148,166],"state":[35],"a":[37,67,164,205],"patient":[38],"by":[39],"analyzing":[40],"historical":[42],"fundus":[43,75,96],"images,":[44],"which":[45,156,202],"helpful":[47],"for":[48,145,208],"early":[49],"detection":[50],"intervention":[52],"potential":[54],"patients":[55],"avoiding":[57],"outcome":[59],"In":[62,187],"this":[63,135],"paper,":[64],"we":[65,150,200],"propose":[66,152],"GLaucoma":[68],"transformer":[70],"based":[71],"on":[72,143,163,171],"Irregularly":[73],"saMpled":[74],"images":[76,97],"named":[77],"GLIM-Net":[78],"to":[79,107,133],"probability":[82],"developing":[84],"glaucoma":[85,114],"in":[86],"future.":[88],"The":[89,168],"main":[90],"challenge":[91],"that":[93,141,177],"existing":[95,139],"are":[98],"often":[99],"sampled":[100],"at":[101],"irregular":[102],"times,":[103],"making":[104],"it":[105],"difficult":[106],"accurately":[108],"capture":[109],"subtle":[111],"progression":[112],"over":[115],"time.":[116,167],"We":[117],"therefore":[118],"introduce":[119],"two":[120,198],"novel":[121],"modules,":[122,132],"namely":[123],"time":[124],"positional":[125],"encoding":[126],"time-sensitive":[128],"MSA":[129],"(multi-head":[130],"self-attention)":[131],"address":[134],"challenge.":[136],"Unlike":[137],"many":[138],"works":[140],"focus":[142],"prediction":[144,161],"unspecified":[147],"time,":[149],"also":[151,192],"extended":[154],"model":[155],"further":[158],"capable":[159],"conditioned":[162],"specific":[165],"experimental":[169],"results":[170],"benchmark":[173],"dataset":[174],"SIGF":[175],"show":[176],"accuracy":[179],"our":[181],"method":[182],"outperforms":[183],"state-of-the-art":[185],"models.":[186,213],"addition,":[188],"ablation":[190],"experiments":[191],"confirm":[193],"effectiveness":[195],"modules":[199],"propose,":[201],"provide":[204],"good":[206],"reference":[207],"optimization":[210],"Transformer":[212]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
