{"id":"https://openalex.org/W7128737463","doi":"https://doi.org/10.1109/icerect65215.2025.11377088","title":"Performance Analysis on Diabetic Retinopathy Detection Using Machine Learning","display_name":"Performance Analysis on Diabetic Retinopathy Detection Using Machine Learning","publication_year":2025,"publication_date":"2025-09-12","ids":{"openalex":"https://openalex.org/W7128737463","doi":"https://doi.org/10.1109/icerect65215.2025.11377088"},"language":"en","primary_location":{"id":"doi:10.1109/icerect65215.2025.11377088","doi":"https://doi.org/10.1109/icerect65215.2025.11377088","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icerect65215.2025.11377088","pdf_url":null,"source":{"id":"https://openalex.org/S7407087408","display_name":"International Conference on Emerging Research in Electronics, Computer Science and Technology (ICERECT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 5th International Conference on Emerging Research in Electronics, Computer Science and Technology (ICERECT)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5087732597","display_name":"Husna Tabassum","orcid":"https://orcid.org/0000-0002-1743-0715","observed_orcids":["https://orcid.org/0000-0002-1743-0715"]},"institutions":[{"id":"https://openalex.org/I4387152553","display_name":"HKBK College of Engineering","ror":"https://ror.org/05ypjr115","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387152553"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Husna Tabassum","raw_affiliation_strings":["HKBK College of Engineering,Computer Science & Engineering,Bangalore,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HKBK College of Engineering,Computer Science & Engineering,Bangalore,India","institution_ids":["https://openalex.org/I4387152553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005739784","display_name":"H. Najmusher","orcid":"https://orcid.org/0009-0008-7265-8262","observed_orcids":["https://orcid.org/0009-0008-7265-8262"]},"institutions":[{"id":"https://openalex.org/I4387152553","display_name":"HKBK College of Engineering","ror":"https://ror.org/05ypjr115","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387152553"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Najmusher H","raw_affiliation_strings":["HKBK College of Engineering,Computer Science & Engineering,Bangalore,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HKBK College of Engineering,Computer Science & Engineering,Bangalore,India","institution_ids":["https://openalex.org/I4387152553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125753281","display_name":"Manjushree K","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Manjushree K","raw_affiliation_strings":["BNMIT,Computer Science & Engineering,Bangalore,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BNMIT,Computer Science & Engineering,Bangalore,India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002655880","display_name":"Seema Shivapur","orcid":"https://orcid.org/0009-0000-8900-4611","observed_orcids":["https://orcid.org/0009-0000-8900-4611"]},"institutions":[{"id":"https://openalex.org/I4387152553","display_name":"HKBK College of Engineering","ror":"https://ror.org/05ypjr115","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387152553"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Seema Shivapur","raw_affiliation_strings":["HKBK College of Engineering,Computer Science & Engineering,Bangalore,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HKBK College of Engineering,Computer Science & Engineering,Bangalore,India","institution_ids":["https://openalex.org/I4387152553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044093488","display_name":"B. Mary Nathisiya","orcid":"https://orcid.org/0009-0003-6693-2871","observed_orcids":["https://orcid.org/0009-0003-6693-2871","https://orcid.org/0009-0006-2728-6506"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"B. Mary Nathisiya","raw_affiliation_strings":["Stella Mary\u2019s College of Engineering,Computer Science & Engineering,Aruthengavizhai,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stella Mary\u2019s College of Engineering,Computer Science & Engineering,Aruthengavizhai,India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121902372","display_name":"Swarnamba S","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Swarnamba S","raw_affiliation_strings":["Sri Krishna Institute of Technology,Dept. of Electronics & Communication,Bangalore,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sri Krishna Institute of Technology,Dept. of Electronics & Communication,Bangalore,India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"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":0.0,"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":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9994999766349792,"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":0.9994999766349792,"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":9.999999747378752e-05,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.0,"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/diabetic-retinopathy","display_name":"diabetic retinopathy","score":0.9390000104904175},{"id":"https://openalex.org/keywords/fundus-images","display_name":"fundus images","score":0.7089999914169312},{"id":"https://openalex.org/keywords/retinal-vessel-segmentation","display_name":"retinal vessel segmentation","score":0.9070000052452087},{"id":"https://openalex.org/keywords/diabetic-retinopathy-classification","display_name":"diabetic retinopathy classification","score":0.7179999947547913},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.5889999866485596}],"concepts":[{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.8537999987602234},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7497000098228455},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.6132000088691711},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.6014999747276306},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5699999928474426},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5375999808311462},{"id":"https://openalex.org/C2778313320","wikidata":"https://www.wikidata.org/wiki/Q550455","display_name":"Retinopathy","level":3,"score":0.5141000151634216},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4650999903678894},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.45680001378059387},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4489000141620636},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.38420000672340393},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.349700003862381},{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.3077000081539154},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.2863999903202057},{"id":"https://openalex.org/C2776148792","wikidata":"https://www.wikidata.org/wiki/Q3041498","display_name":"Eye disease","level":2,"score":0.2831999957561493},{"id":"https://openalex.org/C2777093970","wikidata":"https://www.wikidata.org/wiki/Q169342","display_name":"Retina","level":2,"score":0.2808000147342682},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2644999921321869},{"id":"https://openalex.org/C2781427961","wikidata":"https://www.wikidata.org/wiki/Q430024","display_name":"Human eye","level":2,"score":0.2581000030040741},{"id":"https://openalex.org/C2910227669","wikidata":"https://www.wikidata.org/wiki/Q169342","display_name":"Retinal Disorder","level":3,"score":0.2572999894618988}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icerect65215.2025.11377088","doi":"https://doi.org/10.1109/icerect65215.2025.11377088","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icerect65215.2025.11377088","pdf_url":null,"source":{"id":"https://openalex.org/S7407087408","display_name":"International Conference on Emerging Research in Electronics, Computer Science and Technology (ICERECT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 5th International Conference on Emerging Research in Electronics, Computer Science and Technology (ICERECT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.9391000270843506,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2596818854","https://openalex.org/W2611304093","https://openalex.org/W2888994752","https://openalex.org/W3018026610","https://openalex.org/W3113253886","https://openalex.org/W3120776831","https://openalex.org/W3167965784","https://openalex.org/W4200248162","https://openalex.org/W4210826613","https://openalex.org/W4283746003","https://openalex.org/W4409426412","https://openalex.org/W4412464286"],"related_works":["https://openalex.org/W4300691971","https://openalex.org/W4281565210","https://openalex.org/W4391664265","https://openalex.org/W4224930827","https://openalex.org/W3180537429","https://openalex.org/W4412803198","https://openalex.org/W3126473349","https://openalex.org/W4410247493","https://openalex.org/W4407308317","https://openalex.org/W2902029216"],"abstract_inverted_index":{"Diabetic":[0],"retinopathy":[1,37,149],"is":[2,13,79,150,191,206],"a":[3,64,83,91,116,124,135,195],"high-risk":[4],"diabetes":[5],"disease":[6],"that":[7,70,95,139,224],"affects":[8],"the":[9,17,21,25,28,58,80,217,221],"retina.":[10],"The":[11,32,198],"condition":[12],"brought":[14],"on":[15,109],"by":[16,188],"blood":[18,173,203],"vessels":[19,174],"in":[20,90,123,155,163],"soft":[22],"tissues":[23],"at":[24],"rear":[26],"of":[27,35,60,66,82,96,127,142,170,177,200,213],"eye":[29],"becoming":[30],"damaged.":[31],"early":[33],"stages":[34],"diabetic":[36,148,164],"may":[38,49,101,185],"be":[39,55,186],"symptom-free":[40],"or":[41],"only":[42],"cause":[43],"modest":[44],"visual":[45],"problems.":[46],"However,":[47],"it":[48,158],"lead":[50],"to":[51,85,94,105,114,146,193,215],"blindness,":[52],"which":[53,78,166,184],"can":[54],"identified":[56],"with":[57,119],"aid":[59],"machine":[61,84,103,136],"learning":[62,73,104,137,144],"(ML),":[63],"subset":[65],"artificial":[67],"intelligence":[68],"(AI)":[69],"includes":[71],"deep":[72,143],"(DL)":[74],"as":[75],"its":[76],"subset,":[77],"capacity":[81],"act":[86,113],"and":[87,112,175],"solve":[88],"problems":[89],"manner":[92],"similar":[93],"human":[97],"intelligence.":[98],"Medical":[99],"professionals":[100],"use":[102,141],"identify,":[106],"diagnose,":[107],"focus":[108],"key":[110],"information,":[111],"address":[115],"difficult":[117,159],"scenario":[118],"an":[120,211],"accurate":[121,180],"conclusion":[122],"short":[125],"amount":[126],"time":[128],"for":[129,160],"retinal":[130,168,181,189,208],"illnesses.":[131],"In":[132],"this":[133],"work,":[134],"method":[138],"makes":[140,157],"characteristics":[145],"identify":[147],"examined":[151],"(DR).":[152],"High":[153],"variability":[154],"fundus":[156],"classification,":[161],"mainly":[162],"retinopathy,":[165],"involves":[167],"development":[169],"newly":[171],"formed":[172],"loss":[176],"vision.":[178],"Hence,":[179],"vascular":[182],"analysis,":[183],"accomplished":[187],"segmentation,":[190],"necessary":[192],"provide":[194],"precise":[196],"result.":[197],"technique":[199],"automatically":[201],"identifying":[202],"vessel":[204],"borders":[205],"called":[207],"segmentation.":[209,228],"With":[210],"accuracy":[212],"up":[214],"93.33%,":[216],"image":[218],"classifier":[219],"processes":[220],"region-merged":[222],"features":[223],"are":[225],"lost":[226],"during":[227]},"counts_by_year":[],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2026-02-13T00:00:00"}
