{"id":"https://openalex.org/W2790576426","doi":"https://doi.org/10.1109/access.2018.2808160","title":"Automatic Analysis of Microaneurysms Turnover to Diagnose the Progression of Diabetic Retinopathy","display_name":"Automatic Analysis of Microaneurysms Turnover to Diagnose the Progression of Diabetic Retinopathy","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2790576426","doi":"https://doi.org/10.1109/access.2018.2808160","mag":"2790576426"},"language":"en","primary_location":{"id":"doi:10.1109/access.2018.2808160","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2808160","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2018.2808160","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100743217","display_name":"Jiawei Xu","orcid":"https://orcid.org/0000-0002-1891-0542"},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jiawei Xu","raw_affiliation_strings":["School of Computing, Newcastle University, Newcastle upon Tyne, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Newcastle University, Newcastle upon Tyne, U.K","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100699785","display_name":"Xiaoqin Zhang","orcid":"https://orcid.org/0000-0003-0958-7285"},"institutions":[{"id":"https://openalex.org/I146620803","display_name":"Wenzhou University","ror":"https://ror.org/020hxh324","country_code":"CN","type":"education","lineage":["https://openalex.org/I146620803"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoqin Zhang","raw_affiliation_strings":["Department of Computer Science, Wenzhou University, Wenzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Wenzhou University, Wenzhou, China","institution_ids":["https://openalex.org/I146620803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100648348","display_name":"Huiling Chen","orcid":"https://orcid.org/0000-0002-7714-9693"},"institutions":[{"id":"https://openalex.org/I146620803","display_name":"Wenzhou University","ror":"https://ror.org/020hxh324","country_code":"CN","type":"education","lineage":["https://openalex.org/I146620803"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiling Chen","raw_affiliation_strings":["Department of Computer Science, Wenzhou University, Wenzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7714-9693","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Wenzhou University, Wenzhou, China","institution_ids":["https://openalex.org/I146620803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102006436","display_name":"Li Jing","orcid":"https://orcid.org/0000-0002-9774-3702"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jing Li","raw_affiliation_strings":["Department of Pharmacology, The University of Illinois at Chicago, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pharmacology, The University of Illinois at Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jin Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jin Zhang","raw_affiliation_strings":["Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082634513","display_name":"Ling Shao","orcid":"https://orcid.org/0000-0002-8264-6117"},"institutions":[{"id":"https://openalex.org/I4210116052","display_name":"Inception Institute of Artificial Intelligence","ror":"https://ror.org/02664zk40","country_code":"AE","type":"facility","lineage":["https://openalex.org/I4210116052"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ling Shao","raw_affiliation_strings":["Inception Institute of Artificial Intelligence, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inception Institute of Artificial Intelligence, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I4210116052"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101904664","display_name":"Wang Gang","orcid":"https://orcid.org/0000-0003-4910-898X"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Wang","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.5902,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.93442914,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"6","issue":null,"first_page":"9632","last_page":"9642"},"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":0.989300012588501,"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":0.988099992275238,"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/diabetic-retinopathy","display_name":"Diabetic retinopathy","score":0.8025212287902832},{"id":"https://openalex.org/keywords/pathological","display_name":"Pathological","score":0.6861073970794678},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5904930233955383},{"id":"https://openalex.org/keywords/retinopathy","display_name":"Retinopathy","score":0.522335410118103},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4900861978530884},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.483012318611145},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.39345625042915344},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.15446966886520386}],"concepts":[{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.8025212287902832},{"id":"https://openalex.org/C207886595","wikidata":"https://www.wikidata.org/wiki/Q1456138","display_name":"Pathological","level":2,"score":0.6861073970794678},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5904930233955383},{"id":"https://openalex.org/C2778313320","wikidata":"https://www.wikidata.org/wiki/Q550455","display_name":"Retinopathy","level":3,"score":0.522335410118103},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4900861978530884},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.483012318611145},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.39345625042915344},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.15446966886520386},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2018.2808160","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2808160","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9537628271964be48f0c15e75b1bf4e4","is_oa":true,"landing_page_url":"https://doaj.org/article/9537628271964be48f0c15e75b1bf4e4","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 6, Pp 9632-9642 (2018)","raw_type":"article"},{"id":"pmh:oai:eprint.ncl.ac.uk:246582","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402485","display_name":"Newcastle University ePrints (Newcastle Univesity)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I84884186","host_organization_name":"Newcastle University","host_organization_lineage":["https://openalex.org/I84884186"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":{"id":"doi:10.1109/access.2018.2808160","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2808160","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.7300000190734863}],"awards":[{"id":"https://openalex.org/G1017081203","display_name":"\u57fa\u4e8e\u591a\u7279\u5f81\u8054\u5408\u7a00\u758f\u8868\u793a\u548c\u4f4e\u79e9\u5f20\u91cf\u6062\u590d\u7684\u89c6\u89c9\u8ddf\u8e2a\u7814\u7a76","funder_award_id":"61472285","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G346084562","display_name":null,"funder_award_id":"LR17F030001","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G3773910914","display_name":null,"funder_award_id":"LY17F020012","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G6724607048","display_name":null,"funder_award_id":"61602206","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"},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W165597098","https://openalex.org/W226699106","https://openalex.org/W621251951","https://openalex.org/W1823656996","https://openalex.org/W1915008606","https://openalex.org/W1968498343","https://openalex.org/W1970237612","https://openalex.org/W1976861102","https://openalex.org/W1977529774","https://openalex.org/W1979745977","https://openalex.org/W1996151979","https://openalex.org/W2016979930","https://openalex.org/W2025367782","https://openalex.org/W2028025215","https://openalex.org/W2032378081","https://openalex.org/W2040778567","https://openalex.org/W2041485080","https://openalex.org/W2045262022","https://openalex.org/W2051578148","https://openalex.org/W2057032874","https://openalex.org/W2058474951","https://openalex.org/W2060749088","https://openalex.org/W2060968434","https://openalex.org/W2061276338","https://openalex.org/W2074883517","https://openalex.org/W2084318809","https://openalex.org/W2089615939","https://openalex.org/W2093213907","https://openalex.org/W2094646395","https://openalex.org/W2097954762","https://openalex.org/W2104787155","https://openalex.org/W2107871626","https://openalex.org/W2111307666","https://openalex.org/W2119821739","https://openalex.org/W2125814361","https://openalex.org/W2131414141","https://openalex.org/W2139104449","https://openalex.org/W2142754353","https://openalex.org/W2143755314","https://openalex.org/W2149430368","https://openalex.org/W2150180562","https://openalex.org/W2153635508","https://openalex.org/W2157984366","https://openalex.org/W2160341214","https://openalex.org/W2161342819","https://openalex.org/W2165952271","https://openalex.org/W2167086999","https://openalex.org/W2170606689","https://openalex.org/W2312827385","https://openalex.org/W2378241596","https://openalex.org/W2509890384","https://openalex.org/W2544875997","https://openalex.org/W2563391275","https://openalex.org/W4239510810","https://openalex.org/W4241028886","https://openalex.org/W6606734010","https://openalex.org/W6680366265"],"related_works":["https://openalex.org/W2340948203","https://openalex.org/W2584074590","https://openalex.org/W3028974389","https://openalex.org/W2752816974","https://openalex.org/W1965139875","https://openalex.org/W1984861544","https://openalex.org/W3190746054","https://openalex.org/W2567704700","https://openalex.org/W2942861078","https://openalex.org/W2234665477"],"abstract_inverted_index":{"Diabetic":[0],"retinopathy":[1,224],"(DR)":[2],"is":[3,15,63],"one":[4,103],"of":[5,20,33,38,55,69,89,100,135,159,164,184,202,222],"the":[6,18,31,36,53,67,87,98,106,127,150,167,181,190,200],"most":[7],"common":[8],"microvascular":[9],"complications":[10],"and":[11,44,79,92,130,138,161,174,215],"its":[12],"early":[13,220],"detection":[14,37,68,206,217],"critical":[16],"for":[17,199,219],"prevention":[19],"vision":[21],"loss.":[22],"Recent":[23],"studies":[24],"have":[25],"indicated":[26],"that":[27,149],"microaneurysms":[28],"(MAs)":[29],"are":[30],"hallmark":[32],"DR.":[34,101],"However,":[35],"MAs":[39,90,113,123,132,191],"relies":[40],"on":[41,144],"trained":[42],"clinicians":[43],"relatively":[45],"expensive":[46],"software.":[47],"Moreover,":[48],"manual":[49],"errors":[50],"often":[51],"lower":[52],"accuracy":[54],"this":[56,73,210],"detection.":[57],"Therefore,":[58],"an":[59,196],"automatic":[60],"analysis":[61,137,153],"technique":[62,218],"highly":[64],"demanded":[65],"in":[66],"DR":[70,203],"progression.":[71],"In":[72,208],"paper,":[74],"we":[75],"present":[76],"a":[77,157,162,213,226],"novel":[78,214],"complete":[80],"methodology":[81],"involving":[82],"two":[83],"different":[84],"ways":[85],"from":[86],"view":[88],"turnover":[91],"pathological":[93,119,185],"risk":[94,186],"factors":[95,187],"to":[96,111,125,189],"diagnose":[97],"progression":[99,201],"Specifically,":[102],"approach":[104],"follows":[105],"traditional":[107,205],"image":[108,152],"analysis-based":[109],"roadmap":[110],"obtain":[112],"turnover.":[114],"The":[115,142],"other":[116],"investigates":[117],"seven":[118],"features,":[120],"related":[121],"with":[122,225],"turnover,":[124,192],"classify":[126],"unchanged,":[128],"new,":[129],"resolved":[131],"by":[133],"means":[134],"statistical":[136],"pattern":[139],"classification":[140,168],"techniques.":[141],"evaluations":[143],"Grampian":[145],"diabetes":[146],"database":[147],"show":[148],"proposed":[151],"method":[154],"could":[155,170,194],"achieve":[156,171],"sensitivity":[158,173],"94%":[160],"specificity":[163],"93%,":[165],"while":[166],"model":[169],"89%":[172],"88%":[175],"specificity,":[176],"respectively.":[177],"We":[178],"also":[179],"analyzed":[180],"potential":[182],"weight":[183],"leading":[188],"which":[193],"provide":[195],"alternative":[197],"guidance":[198],"than":[204],"methods.":[207],"conclusion,":[209],"study":[211],"provides":[212],"noninvasive":[216],"diagnosis":[221],"diabetic":[223],"competitive":[227],"accuracy.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
