{"id":"https://openalex.org/W4413215442","doi":"https://doi.org/10.1145/3712255.3726751","title":"GLCM and Genetic Algorithms for Automated Diabetic Retinopathy Prediction Based on Retinal Images","display_name":"GLCM and Genetic Algorithms for Automated Diabetic Retinopathy Prediction Based on Retinal Images","publication_year":2025,"publication_date":"2025-07-14","ids":{"openalex":"https://openalex.org/W4413215442","doi":"https://doi.org/10.1145/3712255.3726751"},"language":"en","primary_location":{"id":"doi:10.1145/3712255.3726751","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3712255.3726751","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","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/A5056074746","display_name":"Micha\u0142 Gandor","orcid":"https://orcid.org/0000-0002-7028-0525"},"institutions":[{"id":"https://openalex.org/I4210092770","display_name":"Cracow University of Technology","ror":null,"country_code":"PL","type":null,"lineage":["https://openalex.org/I4210092770"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Micha\u0142 Gandor","raw_affiliation_strings":["Department of Computer Science, Faculty of Computer Science and Telecommunications, Cracow University of Technology, Cracow, Poland, Cracow, Poland"],"raw_orcid":"https://orcid.org/0000-0002-7028-0525","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Computer Science and Telecommunications, Cracow University of Technology, Cracow, Poland, Cracow, Poland","institution_ids":["https://openalex.org/I4210092770"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011024441","display_name":"Wojciech Ksi\u0105\u017cek","orcid":"https://orcid.org/0000-0001-8743-8758"},"institutions":[{"id":"https://openalex.org/I4210092770","display_name":"Cracow University of Technology","ror":null,"country_code":"PL","type":null,"lineage":["https://openalex.org/I4210092770"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Wojciech Ksi\u0105\u017cek","raw_affiliation_strings":["Department of Computer Science, Faculty of Computer Science and Telecommunications, Cracow University of Technology, Cracow, Poland, Cracow, Poland"],"raw_orcid":"https://orcid.org/0000-0001-8743-8758","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Computer Science and Telecommunications, Cracow University of Technology, Cracow, Poland, Cracow, Poland","institution_ids":["https://openalex.org/I4210092770"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210092770"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.4,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"271","last_page":"274"},"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9833999872207642,"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"}},{"id":"https://openalex.org/T10170","display_name":"Retinal Diseases and Treatments","score":0.9750999808311462,"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/computer-science","display_name":"Computer science","score":0.6949200630187988},{"id":"https://openalex.org/keywords/diabetic-retinopathy","display_name":"Diabetic retinopathy","score":0.685819149017334},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.576311469078064},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.5657884478569031},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5012228488922119},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4541281759738922},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3597221076488495},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.24918058514595032},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.2394431233406067},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.17703479528427124},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11889374256134033}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6949200630187988},{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.685819149017334},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.576311469078064},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.5657884478569031},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5012228488922119},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4541281759738922},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3597221076488495},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24918058514595032},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.2394431233406067},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.17703479528427124},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11889374256134033},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3712255.3726751","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3712255.3726751","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.4099999964237213}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1659842140","https://openalex.org/W2005394924","https://openalex.org/W2044465660","https://openalex.org/W2139923324","https://openalex.org/W2502390809","https://openalex.org/W2584258643","https://openalex.org/W2888994752","https://openalex.org/W2912083425","https://openalex.org/W2960092041","https://openalex.org/W3008531067","https://openalex.org/W3121612669","https://openalex.org/W3152873785","https://openalex.org/W4200293404","https://openalex.org/W4288070315","https://openalex.org/W4304820719","https://openalex.org/W4313238732","https://openalex.org/W4313575080","https://openalex.org/W4384523976","https://openalex.org/W4386336884","https://openalex.org/W4387972858","https://openalex.org/W4389976716","https://openalex.org/W4390737642","https://openalex.org/W4396973337","https://openalex.org/W4401583114","https://openalex.org/W4405336448"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W4409439182","https://openalex.org/W2053286651","https://openalex.org/W4387265590","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W2181413294","https://openalex.org/W1995904975","https://openalex.org/W2052122378"],"abstract_inverted_index":{"Diabetic":[0],"retinopathy":[1],"(DR)":[2],"is":[3],"one":[4],"of":[5,10,32,62,100,104,107,111],"the":[6,27,45,60,68,77,93,114,132,140],"most":[7,69],"severe":[8],"complications":[9],"diabetes,":[11],"often":[12],"leading":[13],"to":[14,145],"complete":[15],"vision":[16],"loss":[17],"if":[18],"untreated.":[19],"The":[20,38,88],"study":[21],"presents":[22],"a":[23,63,97],"novel":[24],"framework":[25],"for":[26,56,134,142],"early":[28],"and":[29,51,66,82,109,138],"accurate":[30],"prediction":[31,137],"DR":[33,136],"based":[34],"on":[35,76],"fundus":[36],"images.":[37,148],"proposed":[39],"method":[40],"leverages":[41],"features":[42],"extracted":[43],"from":[44],"Gray":[46],"Level":[47],"Co-occurrence":[48],"Matrix":[49],"(GLCM)":[50],"employs":[52],"genetic":[53],"algorithms":[54],"(GA)":[55],"two":[57],"purposes:":[58],"optimizing":[59],"parameters":[61],"LightGBM":[64],"classifier":[65],"selecting":[67],"relevant":[70],"GLCM":[71],"features.":[72],"Experiments":[73],"were":[74,86],"conducted":[75],"publicly":[78],"available":[79],"APTOS":[80],"dataset,":[81],"various":[83],"crossover":[84],"strategies":[85],"evaluated.":[87],"Blend":[89],"Crossover":[90],"(BLX-\u03b1-\u03b2)":[91],"yielded":[92],"best":[94],"results,":[95],"achieving":[96],"classification":[98],"accuracy":[99],"0.9263,":[101],"an":[102],"F1-score":[103],"0.928,":[105],"recall":[106],"0.9355,":[108],"precision":[110],"0.9206.":[112],"Notably,":[113],"feature":[115],"set":[116],"was":[117],"reduced":[118],"by":[119],"nearly":[120],"75%,":[121],"significantly":[122],"decreasing":[123],"model":[124],"complexity":[125],"while":[126],"maintaining":[127],"performance.":[128],"This":[129],"approach":[130],"demonstrates":[131],"potential":[133],"effective":[135],"lays":[139],"groundwork":[141],"its":[143],"application":[144],"other":[146],"medical":[147]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
