{"id":"https://openalex.org/W7151541546","doi":"https://doi.org/10.1109/icmla66185.2025.00118","title":"Diabetic Retinopathy Lesion Segmentation through Attention Mechanisms","display_name":"Diabetic Retinopathy Lesion Segmentation through Attention Mechanisms","publication_year":2025,"publication_date":"2025-12-03","ids":{"openalex":"https://openalex.org/W7151541546","doi":"https://doi.org/10.1109/icmla66185.2025.00118"},"language":null,"primary_location":{"id":"doi:10.1109/icmla66185.2025.00118","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmla66185.2025.00118","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Machine Learning and Applications (ICMLA)","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/A5133094975","display_name":"Aruna Jithesh","orcid":null},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Aruna Jithesh","raw_affiliation_strings":["San Jose State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Jose State University","institution_ids":["https://openalex.org/I51504820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133089447","display_name":"Chinmayi Karumuri","orcid":null},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chinmayi Karumuri","raw_affiliation_strings":["San Jose State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Jose State University","institution_ids":["https://openalex.org/I51504820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125582752","display_name":"Venkata Kiran Reddy Kotha","orcid":null},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Venkata Kiran Reddy Kotha","raw_affiliation_strings":["San Jose State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Jose State University","institution_ids":["https://openalex.org/I51504820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093000247","display_name":"Meghana Doddapuneni","orcid":null},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Meghana Doddapuneni","raw_affiliation_strings":["San Jose State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Jose State University","institution_ids":["https://openalex.org/I51504820"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072759053","display_name":"Taehee Jeong","orcid":null},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Taehee Jeong","raw_affiliation_strings":["San Jose State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Jose State University","institution_ids":["https://openalex.org/I51504820"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5133094975"],"corresponding_institution_ids":["https://openalex.org/I51504820"],"apc_list":null,"apc_paid":null,"fwci":1.1823,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.85232815,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"808","last_page":"813"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.7019000053405762,"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":0.7019000053405762,"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":0.03150000050663948,"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":0.009700000286102295,"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":0.6252999901771545},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.4343999922275543},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.3917999863624573},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.32350000739097595},{"id":"https://openalex.org/keywords/retinopathy","display_name":"Retinopathy","score":0.3140000104904175}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7512999773025513},{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.6252999901771545},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.4343999922275543},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.3917999863624573},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.38089999556541443},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35420000553131104},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.32350000739097595},{"id":"https://openalex.org/C2778313320","wikidata":"https://www.wikidata.org/wiki/Q550455","display_name":"Retinopathy","level":3,"score":0.3140000104904175},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.31200000643730164},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.2964000105857849},{"id":"https://openalex.org/C2777093970","wikidata":"https://www.wikidata.org/wiki/Q169342","display_name":"Retina","level":2,"score":0.28870001435279846},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.272599995136261},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.26179999113082886},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.25940001010894775}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmla66185.2025.00118","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmla66185.2025.00118","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Machine Learning and Applications (ICMLA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2123402141","https://openalex.org/W2557738935","https://openalex.org/W2560311620","https://openalex.org/W2598442119","https://openalex.org/W2734349601","https://openalex.org/W2772246530","https://openalex.org/W2787091153","https://openalex.org/W2948685905","https://openalex.org/W2952436003","https://openalex.org/W2962914239","https://openalex.org/W2963351448","https://openalex.org/W2966434031","https://openalex.org/W4289752563"],"related_works":[],"abstract_inverted_index":{"Diabetic":[0],"Retinopathy":[1],"(DR)":[2],"is":[3,30,150,159],"an":[4,97],"eye":[5],"disease":[6],"which":[7,60],"arises":[8],"due":[9],"to":[10,64,105,119,130,140],"diabetes":[11],"mellitus.":[12],"It":[13],"might":[14],"cause":[15],"vision":[16,23],"loss":[17],"and":[18,85,121],"blindness.":[19],"To":[20,93],"prevent":[21],"irreversible":[22],"loss,":[24],"early":[25],"detection":[26,137,147],"through":[27],"systematic":[28],"screening":[29],"crucial.":[31],"Although":[32],"researchers":[33],"have":[34],"developed":[35],"numerous":[36],"automated":[37],"deep":[38],"learning-based":[39],"algorithms":[40],"for":[41,58],"DR":[42,66],"screening,":[43],"their":[44],"clinical":[45],"applicability":[46],"remains":[47],"limited,":[48],"particularly":[49],"in":[50],"lesion":[51,95],"segmentation.":[52],"Our":[53,157],"method":[54],"provides":[55],"pixel-level":[56],"annotations":[57],"lesions,":[59],"practically":[61],"supports":[62],"Ophthalmologist":[63],"screen":[65],"from":[67,90,117,128,138],"fundus":[68],"images.":[69],"In":[70],"this":[71],"work,":[72],"we":[73],"segmented":[74],"four":[75],"types":[76],"of":[77,148,155],"DR-related":[78],"lesions:":[79],"microaneurysms,":[80],"soft":[81],"exudates,":[82,84],"hard":[83],"hemorrhages":[86],"on":[87],"757":[88],"images":[89],"DDR":[91],"dataset.":[92],"enhance":[94],"segmentation,":[96],"attention":[98],"mechanism":[99],"was":[100],"integrated":[101],"with":[102],"DeepLab-V3+.":[103],"Compared":[104],"the":[106,109,122,151],"baseline":[107],"model,":[108],"Attention-DeepLab":[110],"model":[111,133],"increases":[112],"mean":[113,123],"average":[114],"precision":[115],"(mAP)":[116],"0.3010":[118],"0.3326":[120],"Intersection":[124],"over":[125],"Union":[126],"(IoU)":[127],"0.1791":[129],"0.1928.":[131],"The":[132,146],"also":[134],"increased":[135],"microaneurysm":[136],"0.0205":[139],"0.0763,":[141],"a":[142],"clinically":[143],"significant":[144],"improvement.":[145],"microaneurysms":[149],"earliest":[152],"visible":[153],"symptom":[154],"DR.":[156],"code":[158],"available":[160],"at":[161],"https://github.com/taeheej/Diabetic-Retinopathy-Lesion-Segmentation-through-Attention-Mechanisms.":[162]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-08T15:41:06.802602","created_date":"2026-04-08T00:00:00"}
