{"id":"https://openalex.org/W7126089475","doi":"https://doi.org/10.1007/978-3-032-15990-8_10","title":"DR-AIVis: A Hybrid Approach for\u00a0Diabetic Retinopathy Detection Using U-Net Segmentation and\u00a0CNN Classification with\u00a0Grad-CAM Explainability","display_name":"DR-AIVis: A Hybrid Approach for\u00a0Diabetic Retinopathy Detection Using U-Net Segmentation and\u00a0CNN Classification with\u00a0Grad-CAM Explainability","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7126089475","doi":"https://doi.org/10.1007/978-3-032-15990-8_10"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-15990-8_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-15990-8_10","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5115589743","display_name":"M. L. M. SILVA","orcid":null},"institutions":[{"id":"https://openalex.org/I3018325552","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia do Cear\u00e1","ror":"https://ror.org/02225fd27","country_code":"BR","type":"government","lineage":["https://openalex.org/I3018325552"]},{"id":"https://openalex.org/I4210165349","display_name":"Hospital Geral de Fortaleza","ror":"https://ror.org/05megpp22","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210165349"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Marcelo Colares da Silva","raw_affiliation_strings":["Federal Institute of Education, Science and Technology of Cear\u00e1 - IFCE, Fortaleza, Brazil","Laboratory for Processing Images, Signals and Computer Science - LAPISCO, Fortaleza, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal Institute of Education, Science and Technology of Cear\u00e1 - IFCE, Fortaleza, Brazil","institution_ids":["https://openalex.org/I3018325552"]},{"raw_affiliation_string":"Laboratory for Processing Images, Signals and Computer Science - LAPISCO, Fortaleza, Brazil","institution_ids":["https://openalex.org/I4210165349"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113304370","display_name":"Caio Marques Silva","orcid":"https://orcid.org/0009-0005-1740-2254"},"institutions":[{"id":"https://openalex.org/I3018325552","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia do Cear\u00e1","ror":"https://ror.org/02225fd27","country_code":"BR","type":"government","lineage":["https://openalex.org/I3018325552"]},{"id":"https://openalex.org/I4210165349","display_name":"Hospital Geral de Fortaleza","ror":"https://ror.org/05megpp22","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210165349"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Caio Marques Silva","raw_affiliation_strings":["Federal Institute of Education, Science and Technology of Cear\u00e1 - IFCE, Fortaleza, Brazil","Laboratory for Processing Images, Signals and Computer Science - LAPISCO, Fortaleza, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal Institute of Education, Science and Technology of Cear\u00e1 - IFCE, Fortaleza, Brazil","institution_ids":["https://openalex.org/I3018325552"]},{"raw_affiliation_string":"Laboratory for Processing Images, Signals and Computer Science - LAPISCO, Fortaleza, Brazil","institution_ids":["https://openalex.org/I4210165349"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000770313","display_name":"Suane Pires P. da Silva","orcid":"https://orcid.org/0009-0002-5071-7109"},"institutions":[{"id":"https://openalex.org/I3018325552","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia do Cear\u00e1","ror":"https://ror.org/02225fd27","country_code":"BR","type":"government","lineage":["https://openalex.org/I3018325552"]},{"id":"https://openalex.org/I4210165349","display_name":"Hospital Geral de Fortaleza","ror":"https://ror.org/05megpp22","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210165349"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Suane Pires P. da Silva","raw_affiliation_strings":["Federal Institute of Education, Science and Technology of Cear\u00e1 - IFCE, Fortaleza, Brazil","Laboratory for Processing Images, Signals and Computer Science - LAPISCO, Fortaleza, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal Institute of Education, Science and Technology of Cear\u00e1 - IFCE, Fortaleza, Brazil","institution_ids":["https://openalex.org/I3018325552"]},{"raw_affiliation_string":"Laboratory for Processing Images, Signals and Computer Science - LAPISCO, Fortaleza, Brazil","institution_ids":["https://openalex.org/I4210165349"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018097882","display_name":"R\u00f3ger Moura Sarmento","orcid":"https://orcid.org/0000-0002-7557-2818"},"institutions":[{"id":"https://openalex.org/I3018325552","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia do Cear\u00e1","ror":"https://ror.org/02225fd27","country_code":"BR","type":"government","lineage":["https://openalex.org/I3018325552"]},{"id":"https://openalex.org/I4210165349","display_name":"Hospital Geral de Fortaleza","ror":"https://ror.org/05megpp22","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210165349"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Roger M. Sarmento","raw_affiliation_strings":["Federal Institute of Education, Science and Technology of Cear\u00e1 - IFCE, Fortaleza, Brazil","Laboratory for Processing Images, Signals and Computer Science - LAPISCO, Fortaleza, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal Institute of Education, Science and Technology of Cear\u00e1 - IFCE, Fortaleza, Brazil","institution_ids":["https://openalex.org/I3018325552"]},{"raw_affiliation_string":"Laboratory for Processing Images, Signals and Computer Science - LAPISCO, Fortaleza, Brazil","institution_ids":["https://openalex.org/I4210165349"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124192756","display_name":"Houbing Hebert Song","orcid":null},"institutions":[{"id":"https://openalex.org/I79272384","display_name":"University of Maryland, Baltimore County","ror":"https://ror.org/02qskvh78","country_code":"US","type":"education","lineage":["https://openalex.org/I79272384"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Houbing Hebert Song","raw_affiliation_strings":["University of Maryland, Baltimore County (UMBC), College Park, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Maryland, Baltimore County (UMBC), College Park, USA","institution_ids":["https://openalex.org/I79272384"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049651824","display_name":"Pedro P. Rebou\u00e7as Filho","orcid":"https://orcid.org/0000-0002-1878-5489"},"institutions":[{"id":"https://openalex.org/I3018325552","display_name":"Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia do Cear\u00e1","ror":"https://ror.org/02225fd27","country_code":"BR","type":"government","lineage":["https://openalex.org/I3018325552"]},{"id":"https://openalex.org/I4210165349","display_name":"Hospital Geral de Fortaleza","ror":"https://ror.org/05megpp22","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210165349"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Pedro Pedrosa Rebou\u00e7as Filho","raw_affiliation_strings":["Federal Institute of Education, Science and Technology of Cear\u00e1 - IFCE, Fortaleza, Brazil","Laboratory for Processing Images, Signals and Computer Science - LAPISCO, Fortaleza, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal Institute of Education, Science and Technology of Cear\u00e1 - IFCE, Fortaleza, Brazil","institution_ids":["https://openalex.org/I3018325552"]},{"raw_affiliation_string":"Laboratory for Processing Images, Signals and Computer Science - LAPISCO, Fortaleza, Brazil","institution_ids":["https://openalex.org/I4210165349"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5049651824"],"corresponding_institution_ids":["https://openalex.org/I3018325552","https://openalex.org/I4210165349"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.32861806,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"139","last_page":"154"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9793999791145325,"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":0.9793999791145325,"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":0.004699999932199717,"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/T14510","display_name":"Medical Imaging and Analysis","score":0.0024999999441206455,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.8271999955177307},{"id":"https://openalex.org/keywords/diabetic-retinopathy","display_name":"Diabetic retinopathy","score":0.781499981880188},{"id":"https://openalex.org/keywords/fundus","display_name":"Fundus (uterus)","score":0.5861999988555908},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5432000160217285},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5397999882698059},{"id":"https://openalex.org/keywords/retinopathy","display_name":"Retinopathy","score":0.3928999900817871}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.8271999955177307},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8108000159263611},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7856000065803528},{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.781499981880188},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.5861999988555908},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5501000285148621},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5432000160217285},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5397999882698059},{"id":"https://openalex.org/C2778313320","wikidata":"https://www.wikidata.org/wiki/Q550455","display_name":"Retinopathy","level":3,"score":0.3928999900817871},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.3027999997138977},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.2985999882221222},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.28459998965263367},{"id":"https://openalex.org/C2779549770","wikidata":"https://www.wikidata.org/wiki/Q1122413","display_name":"Computer-aided diagnosis","level":2,"score":0.2800999879837036},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.25929999351501465},{"id":"https://openalex.org/C2776148792","wikidata":"https://www.wikidata.org/wiki/Q3041498","display_name":"Eye disease","level":2,"score":0.25769999623298645},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-15990-8_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-15990-8_10","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.6545732021331787}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2117539524","https://openalex.org/W2234307896","https://openalex.org/W2928133111","https://openalex.org/W2962858109","https://openalex.org/W2977650145","https://openalex.org/W3002256141","https://openalex.org/W3117617661","https://openalex.org/W3158522809","https://openalex.org/W4240531687","https://openalex.org/W4284961311","https://openalex.org/W4296743361","https://openalex.org/W4298220607","https://openalex.org/W4387885883"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-30T09:15:22.047038","created_date":"2026-01-30T00:00:00"}
