{"id":"https://openalex.org/W4409102546","doi":"https://doi.org/10.1109/icears64219.2025.10940726","title":"Hybrid Deep Learning Model with ResNet50 and SVM for Diabetic Retinopathy Classification","display_name":"Hybrid Deep Learning Model with ResNet50 and SVM for Diabetic Retinopathy Classification","publication_year":2025,"publication_date":"2025-02-11","ids":{"openalex":"https://openalex.org/W4409102546","doi":"https://doi.org/10.1109/icears64219.2025.10940726"},"language":"en","primary_location":{"id":"doi:10.1109/icears64219.2025.10940726","doi":"https://doi.org/10.1109/icears64219.2025.10940726","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icears64219.2025.10940726","pdf_url":null,"source":{"id":"https://openalex.org/S4363607833","display_name":"International Conference on Electronics and Renewable Systems (ICEARS)","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 International Conference on Electronics and Renewable Systems (ICEARS)","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/A5087528897","display_name":"Sreedhar Kollem","orcid":"https://orcid.org/0000-0002-9203-0404","observed_orcids":["https://orcid.org/0000-0002-9203-0404"]},"institutions":[{"id":"https://openalex.org/I4405263155","display_name":"SR University","ror":"https://ror.org/039t32v17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405263155"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sreedhar Kollem","raw_affiliation_strings":["SR University,Dept. of ECE,Warangal,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SR University,Dept. of ECE,Warangal,India","institution_ids":["https://openalex.org/I4405263155"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Belide Preethi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405263155","display_name":"SR University","ror":"https://ror.org/039t32v17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405263155"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Belide Preethi","raw_affiliation_strings":["SR University,Dept. of ECE,Warangal,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SR University,Dept. of ECE,Warangal,India","institution_ids":["https://openalex.org/I4405263155"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Goli Kiran Kumar","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405263155","display_name":"SR University","ror":"https://ror.org/039t32v17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405263155"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Goli Kiran Kumar","raw_affiliation_strings":["SR University,Dept. of ECE,Warangal,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SR University,Dept. of ECE,Warangal,India","institution_ids":["https://openalex.org/I4405263155"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046043600","display_name":"Rudrarapu Sai Prasad","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405263155","display_name":"SR University","ror":"https://ror.org/039t32v17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405263155"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rudrarapu Sai Prasad","raw_affiliation_strings":["SR University,Dept. of ECE,Warangal,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SR University,Dept. of ECE,Warangal,India","institution_ids":["https://openalex.org/I4405263155"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008856538","display_name":"K. R. Praneeth","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405263155","display_name":"SR University","ror":"https://ror.org/039t32v17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405263155"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ksheerasagar Praneeth","raw_affiliation_strings":["SR University,Dept. of ECE,Warangal,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SR University,Dept. of ECE,Warangal,India","institution_ids":["https://openalex.org/I4405263155"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020721861","display_name":"Samineni Peddakrishna","orcid":"https://orcid.org/0000-0002-5925-8124","observed_orcids":["https://orcid.org/0000-0002-5925-8124"]},"institutions":[{"id":"https://openalex.org/I4401726783","display_name":"VIT-AP University","ror":"https://ror.org/007v4hf75","country_code":"IN","type":"education","lineage":["https://openalex.org/I4401726783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Samineni Peddakrishna","raw_affiliation_strings":["VIT-AP University,School of Electronics Engineering,Andhra Pradesh,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VIT-AP University,School of Electronics Engineering,Andhra Pradesh,India","institution_ids":["https://openalex.org/I4401726783"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":14.7139,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.98919368,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1605","last_page":"1610"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9990000128746033,"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":0.9990000128746033,"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":0.00019999999494757503,"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/T10036","display_name":"Advanced Neural Network Applications","score":9.999999747378752e-05,"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":0.9869999885559082},{"id":"https://openalex.org/keywords/diabetic-eye-disease","display_name":"diabetic eye disease","score":0.828000009059906},{"id":"https://openalex.org/keywords/hybrid-deep-learning","display_name":"hybrid deep learning model","score":0.6029999852180481},{"id":"https://openalex.org/keywords/resnet-50","display_name":"ResNet50","score":0.996999979019165},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.9300000071525574},{"id":"https://openalex.org/keywords/fundus-image-classification","display_name":"retinal image classification","score":0.7319999933242798},{"id":"https://openalex.org/keywords/early-diagnosis","display_name":"early diagnosis","score":0.5839999914169312},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"feature extraction","score":0.7429999709129333}],"concepts":[{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.6894001960754395},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6753184795379639},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6701948046684265},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.627357006072998},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5009629726409912},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43321722745895386},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33173805475234985},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22480973601341248},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.1928691267967224},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.05387040972709656}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icears64219.2025.10940726","doi":"https://doi.org/10.1109/icears64219.2025.10940726","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icears64219.2025.10940726","pdf_url":null,"source":{"id":"https://openalex.org/S4363607833","display_name":"International Conference on Electronics and Renewable Systems (ICEARS)","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 International Conference on Electronics and Renewable Systems (ICEARS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8371999859809875,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2301001905","https://openalex.org/W2574864336","https://openalex.org/W2922015385","https://openalex.org/W3045084177","https://openalex.org/W3117617661","https://openalex.org/W4210254929","https://openalex.org/W4226244379","https://openalex.org/W4293876603","https://openalex.org/W4366419977","https://openalex.org/W4387677398","https://openalex.org/W4389401541","https://openalex.org/W4389880203","https://openalex.org/W4392366273","https://openalex.org/W4396495547","https://openalex.org/W4402991947"],"related_works":["https://openalex.org/W4390485402","https://openalex.org/W4410540643","https://openalex.org/W4415745182","https://openalex.org/W7124142929","https://openalex.org/W7218217953","https://openalex.org/W7169889731","https://openalex.org/W7212144603","https://openalex.org/W7123887840","https://openalex.org/W4411600399","https://openalex.org/W7130655132"],"abstract_inverted_index":{"Diabetic":[0],"eye":[1,52],"diseases":[2],"such":[3],"diabetic":[4,51,117,137],"retinopathy,":[5],"cataracts,":[6],"and":[7,29,98,107,144],"macular":[8],"edema":[9],"are":[10,19],"the":[11,31,70,78,123,134],"primary":[12],"risks":[13],"to":[14,25,68,109],"visual":[15,34],"acuity":[16],"if":[17],"they":[18],"not":[20],"appropriately":[21],"detected.":[22],"In":[23],"order":[24],"guarantee":[26],"appropriate":[27],"action":[28],"lower":[30],"risk":[32],"of":[33,81,90,116,136],"impairment,":[35],"early":[36],"diagnosis":[37],"is":[38],"crucial.":[39],"This":[40,86],"paper":[41],"introduces":[42],"a":[43,82],"novel":[44],"hybrid":[45],"deep":[46,83],"learning":[47],"framework":[48,87],"for":[49],"classifying":[50],"disorders":[53],"by":[54,72],"integrating":[55],"Convolutional":[56],"Neural":[57],"Networks":[58],"(CNNs)":[59],"with":[60],"Support":[61],"Vector":[62],"Machines":[63],"(SVMs).":[64],"The":[65,101,119],"model":[66],"aims":[67],"enhance":[69,110],"classification":[71],"incorporating":[73],"an":[74],"SVM":[75],"algorithm":[76],"at":[77],"last":[79],"layers":[80],"neural":[84],"network.":[85],"basically":[88],"consists":[89],"three":[91],"major":[92],"steps:":[93],"data":[94],"preprocessing,":[95],"feature":[96],"extraction,":[97],"then":[99],"classification.":[100],"ResNet50":[102],"architecture":[103],"underwent":[104],"systematic":[105],"optimization":[106],"calibration":[108],"detection":[111],"accuracy":[112,132],"across":[113],"various":[114],"stages":[115],"retinopathy.":[118],"findings":[120],"indicate":[121],"that":[122],"proposed":[124],"method":[125],"surpasses":[126],"traditional":[127],"techniques":[128],"in":[129,133],"achieving":[130],"higher":[131],"identification":[135],"ocular":[138],"conditions,":[139],"thereby":[140],"facilitating":[141],"improved":[142],"management":[143],"treatment":[145],"strategies.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":7}],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2025-04-03T00:00:00"}