{"id":"https://openalex.org/W4392902564","doi":"https://doi.org/10.1109/jbhi.2024.3377592","title":"GlanceSeg: Real-Time Microaneurysm Lesion Segmentation With Gaze-Map-Guided Foundation Model for Early Detection of Diabetic Retinopathy","display_name":"GlanceSeg: Real-Time Microaneurysm Lesion Segmentation With Gaze-Map-Guided Foundation Model for Early Detection of Diabetic Retinopathy","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392902564","doi":"https://doi.org/10.1109/jbhi.2024.3377592","pmid":"https://pubmed.ncbi.nlm.nih.gov/38483801"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2024.3377592","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3377592","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","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/A5065821874","display_name":"Hongyang Jiang","orcid":"https://orcid.org/0000-0003-0287-8581"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongyang Jiang","raw_affiliation_strings":["Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-0287-8581","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mengdi Gao","orcid":"https://orcid.org/0009-0003-5291-8294"},"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"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Mengdi Gao","raw_affiliation_strings":["Department of Biomedical Engineering, Chinese University of Hong Kong, Hong Kong","Department of Biomedical Engineering, The Chinese University of Hong Kong, Hong Kong Special Administrative Region of China, Hong Kong"],"raw_orcid":"https://orcid.org/0009-0003-5291-8294","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Chinese University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I177725633"]},{"raw_affiliation_string":"Department of Biomedical Engineering, The Chinese University of Hong Kong, Hong Kong Special Administrative Region of China, Hong Kong","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zirong Liu","orcid":"https://orcid.org/0000-0002-1983-0667"},"institutions":[{"id":"https://openalex.org/I27781120","display_name":"Wenzhou Medical University","ror":"https://ror.org/00rd5t069","country_code":"CN","type":"education","lineage":["https://openalex.org/I27781120"]},{"id":"https://openalex.org/I4210086973","display_name":"Affiliated Eye Hospital of Wenzhou Medical College","ror":"https://ror.org/000sxmx78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210086973"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zirong Liu","raw_affiliation_strings":["School of Ophthalmology and Optometry and Eye Hospital, Wenzhou Medical University, Wenzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-1983-0667","affiliations":[{"raw_affiliation_string":"School of Ophthalmology and Optometry and Eye Hospital, Wenzhou Medical University, Wenzhou, China","institution_ids":["https://openalex.org/I4210086973","https://openalex.org/I27781120"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chen Tang","orcid":"https://orcid.org/0009-0003-7423-0407"},"institutions":[{"id":"https://openalex.org/I27781120","display_name":"Wenzhou Medical University","ror":"https://ror.org/00rd5t069","country_code":"CN","type":"education","lineage":["https://openalex.org/I27781120"]},{"id":"https://openalex.org/I4210086973","display_name":"Affiliated Eye Hospital of Wenzhou Medical College","ror":"https://ror.org/000sxmx78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210086973"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Tang","raw_affiliation_strings":["School of Ophthalmology and Optometry and Eye Hospital, Wenzhou Medical University, Wenzhou, China"],"raw_orcid":"https://orcid.org/0009-0003-7423-0407","affiliations":[{"raw_affiliation_string":"School of Ophthalmology and Optometry and Eye Hospital, Wenzhou Medical University, Wenzhou, China","institution_ids":["https://openalex.org/I4210086973","https://openalex.org/I27781120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100434637","display_name":"Xiaoqing Zhang","orcid":"https://orcid.org/0000-0002-8114-7121"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoqing Zhang","raw_affiliation_strings":["Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-8114-7121","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Shuai Jiang","orcid":"https://orcid.org/0000-0002-0770-9536"},"institutions":[{"id":"https://openalex.org/I4210127487","display_name":"Vision Technology (United States)","ror":"https://ror.org/03gmxkp43","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127487"]},{"id":"https://openalex.org/I4210153682","display_name":"Intelligent Health (United Kingdom)","ror":"https://ror.org/0576zak10","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210153682"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Shuai Jiang","raw_affiliation_strings":["Intelligent Vision Plus Technology Company Ltd., Shenzhen, China","Intelligent Vision Plus Technology Co., Ltd., Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-0770-9536","affiliations":[{"raw_affiliation_string":"Intelligent Vision Plus Technology Company Ltd., Shenzhen, China","institution_ids":["https://openalex.org/I4210127487","https://openalex.org/I4210153682"]},{"raw_affiliation_string":"Intelligent Vision Plus Technology Co., Ltd., Shenzhen, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109977502","display_name":"Wu Yuan","orcid":null},"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"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Wu Yuan","raw_affiliation_strings":["Department of Biomedical Engineering, Chinese University of Hong Kong, Hong Kong","Department of Biomedical Engineering, The Chinese University of Hong Kong, Hong Kong Special Administrative Region of China, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0001-9405-519X","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Chinese University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I177725633"]},{"raw_affiliation_string":"Department of Biomedical Engineering, The Chinese University of Hong Kong, Hong Kong Special Administrative Region of China, Hong Kong","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100325209","display_name":"Jiang Liu","orcid":"https://orcid.org/0000-0001-6281-6505"},"institutions":[{"id":"https://openalex.org/I27781120","display_name":"Wenzhou Medical University","ror":"https://ror.org/00rd5t069","country_code":"CN","type":"education","lineage":["https://openalex.org/I27781120"]},{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]},{"id":"https://openalex.org/I4210086973","display_name":"Affiliated Eye Hospital of Wenzhou Medical College","ror":"https://ror.org/000sxmx78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210086973"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiang Liu","raw_affiliation_strings":["Research Institute of Trustworthy Autonomous Systems and the Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","School of Ophthalmology and Optometry and Eye Hospital, Wenzhou Medical University, Wenzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-6281-6505","affiliations":[{"raw_affiliation_string":"Research Institute of Trustworthy Autonomous Systems and the Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"School of Ophthalmology and Optometry and Eye Hospital, Wenzhou Medical University, Wenzhou, China","institution_ids":["https://openalex.org/I4210086973","https://openalex.org/I27781120"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5065821874"],"corresponding_institution_ids":["https://openalex.org/I3045169105"],"apc_list":null,"apc_paid":null,"fwci":8.7037,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.98226691,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"29","issue":"12","first_page":"8940","last_page":"8953"},"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/T10170","display_name":"Retinal Diseases and Treatments","score":0.9979000091552734,"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/T12599","display_name":"Retinal and Optic Conditions","score":0.9957000017166138,"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/segmentation","display_name":"Segmentation","score":0.824335515499115},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7690622806549072},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7413169741630554},{"id":"https://openalex.org/keywords/diabetic-retinopathy","display_name":"Diabetic retinopathy","score":0.6624118089675903},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5984329581260681},{"id":"https://openalex.org/keywords/fundus","display_name":"Fundus (uterus)","score":0.5693672895431519},{"id":"https://openalex.org/keywords/gaze","display_name":"Gaze","score":0.5143388509750366},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5143181085586548},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3567337393760681},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2867848873138428},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.19437631964683533}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.824335515499115},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7690622806549072},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7413169741630554},{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.6624118089675903},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5984329581260681},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.5693672895431519},{"id":"https://openalex.org/C2779916870","wikidata":"https://www.wikidata.org/wiki/Q14467155","display_name":"Gaze","level":2,"score":0.5143388509750366},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5143181085586548},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3567337393760681},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2867848873138428},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.19437631964683533},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000071071","descriptor_name":"Microaneurysm","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000071071","descriptor_name":"Microaneurysm","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003930","descriptor_name":"Diabetic Retinopathy","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D003930","descriptor_name":"Diabetic Retinopathy","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":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D042241","descriptor_name":"Early Diagnosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D042241","descriptor_name":"Early Diagnosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2024.3377592","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3377592","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:38483801","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38483801","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 journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G1092780001","display_name":null,"funder_award_id":"8272086","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G681658168","display_name":null,"funder_award_id":"2020ZDZX3043","funder_id":"https://openalex.org/F4320326279","funder_display_name":"Department of Education of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326279","display_name":"Department of Education of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1924557153","https://openalex.org/W2065555930","https://openalex.org/W2100470808","https://openalex.org/W2100756624","https://openalex.org/W2106952837","https://openalex.org/W2211996548","https://openalex.org/W2557738935","https://openalex.org/W2828862258","https://openalex.org/W2943412658","https://openalex.org/W2952436003","https://openalex.org/W2970261021","https://openalex.org/W2977650145","https://openalex.org/W2979927758","https://openalex.org/W3098751697","https://openalex.org/W3128601380","https://openalex.org/W3163631282","https://openalex.org/W4205213185","https://openalex.org/W4210418316","https://openalex.org/W4240531687","https://openalex.org/W4291397630","https://openalex.org/W4311599947","https://openalex.org/W4315476857","https://openalex.org/W4318475776","https://openalex.org/W4323840412","https://openalex.org/W4379141755","https://openalex.org/W4385481295","https://openalex.org/W4386973901","https://openalex.org/W4389430914","https://openalex.org/W4390874575","https://openalex.org/W4391109864","https://openalex.org/W4391929768","https://openalex.org/W4394601762","https://openalex.org/W4404759772","https://openalex.org/W4407005368","https://openalex.org/W4408634392"],"related_works":["https://openalex.org/W1980571360","https://openalex.org/W186124986","https://openalex.org/W3176448898","https://openalex.org/W4379115808","https://openalex.org/W3207986206","https://openalex.org/W2429379476","https://openalex.org/W1979866946","https://openalex.org/W4226141369","https://openalex.org/W3081392993","https://openalex.org/W2413307231"],"abstract_inverted_index":{"Early-stage":[0],"diabetic":[1],"retinopathy":[2],"(DR)":[3],"presents":[4],"challenges":[5],"in":[6,17,20,37,87,112,183],"clinical":[7,188],"diagnosis":[8,53],"due":[9],"to":[10,107,179],"inconspicuous":[11],"and":[12,139,141,145,152,165],"minute":[13,85,127],"microaneurysms":[14],"(MAs),":[15],"resulting":[16],"limited":[18],"research":[19],"this":[21,44],"area.":[22],"Additionally,":[23,155],"the":[24,32,76,98,109,124,143],"potential":[25,186],"of":[26,64,84,101,126,147],"emerging":[27],"foundation":[28,110],"models,":[29],"such":[30],"as":[31,67],"segment":[33,180],"anything":[34],"model":[35,111],"(SAM),":[36],"medical":[38],"scenarios":[39],"remains":[40],"rarely":[41],"explored.":[42],"In":[43],"work,":[45],"we":[46,156],"propose":[47],"a":[48,91,117],"human-in-the-loop,":[49],"label-free":[50],"early":[51],"DR":[52],"framework":[54,74],"called":[55],"GlanceSeg,":[56],"based":[57,96],"on":[58,97,132],"SAM.":[59],"GlanceSeg":[60,148,159,176],"enables":[61],"real-time":[62],"segmentation":[63,125,168],"MA":[65],"lesions":[66,86,182],"ophthalmologists":[68],"review":[69],"fundus":[70,88],"images.":[71,89],"Our":[72],"human-in-the-loop":[73],"integrates":[75],"ophthalmologist's":[77],"gaze":[78],"maps,":[79],"allowing":[80],"for":[81,163,187],"rough":[82],"localization":[83],"Subsequently,":[90],"saliency":[92],"map":[93],"is":[94,177],"generated":[95],"located":[99],"region":[100],"interest,":[102],"which":[103],"provides":[104],"prompt":[105],"points":[106],"assist":[108],"efficiently":[113],"segmenting":[114],"MAs.":[115],"Finally,":[116],"domain":[118],"knowledge":[119],"filtering":[120],"(DKF)":[121],"module":[122],"refines":[123],"lesions.":[128],"We":[129],"conducted":[130],"experiments":[131],"two":[133],"newly-built":[134],"public":[135],"datasets,":[136],"i.e.,":[137],"IDRiD":[138],"Retinal-Lesions,":[140],"validated":[142],"feasibility":[144],"superiority":[146],"through":[149,170],"visualized":[150],"illustrations":[151],"quantitative":[153],"measures.":[154],"demonstrated":[157],"that":[158],"improves":[160],"annotation":[161],"efficiency":[162],"clinicians":[164],"further":[166],"enhances":[167],"performance":[169],"fine-tuning":[171],"using":[172],"annotations.":[173],"The":[174],"clinician-friendly":[175],"able":[178],"small":[181],"real-time,":[184],"showing":[185],"applications.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":4}],"updated_date":"2026-05-02T08:42:23.175194","created_date":"2025-10-10T00:00:00"}
