{"id":"https://openalex.org/W7134171772","doi":"https://doi.org/10.1109/bigdata66926.2025.11402603","title":"From Retinal Pixels to Patients: Evolution of Deep Learning Research in Diabetic Retinopathy Screening","display_name":"From Retinal Pixels to Patients: Evolution of Deep Learning Research in Diabetic Retinopathy Screening","publication_year":2025,"publication_date":"2025-12-08","ids":{"openalex":"https://openalex.org/W7134171772","doi":"https://doi.org/10.1109/bigdata66926.2025.11402603"},"language":null,"primary_location":{"id":"doi:10.1109/bigdata66926.2025.11402603","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata66926.2025.11402603","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Big Data (BigData)","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/A5043632791","display_name":"Muskaan Chopra","orcid":"https://orcid.org/0000-0002-7672-9186"},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Muskaan Chopra","raw_affiliation_strings":["University of Bonn,Department of Computer Science,Germany"],"affiliations":[{"raw_affiliation_string":"University of Bonn,Department of Computer Science,Germany","institution_ids":["https://openalex.org/I135140700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128334222","display_name":"Lorenz Sparrenberg","orcid":null},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lorenz Sparrenberg","raw_affiliation_strings":["University of Bonn,Department of Computer Science,Germany"],"affiliations":[{"raw_affiliation_string":"University of Bonn,Department of Computer Science,Germany","institution_ids":["https://openalex.org/I135140700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046384370","display_name":"Armin Berger","orcid":"https://orcid.org/0000-0003-3109-4372"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Armin Berger","raw_affiliation_strings":["Fraunhofer IAIS,Department of Media Engineering,Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer IAIS,Department of Media Engineering,Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128347789","display_name":"Sarthak Khanna","orcid":null},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sarthak Khanna","raw_affiliation_strings":["University of Bonn,Department of Computer Science,Germany"],"affiliations":[{"raw_affiliation_string":"University of Bonn,Department of Computer Science,Germany","institution_ids":["https://openalex.org/I135140700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069023369","display_name":"Jan Henrik Terheyden","orcid":"https://orcid.org/0000-0002-0174-4066"},"institutions":[{"id":"https://openalex.org/I2799391451","display_name":"University Hospital Bonn","ror":"https://ror.org/01xnwqx93","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2799391451"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jan H. Terheyden","raw_affiliation_strings":["University Hospital Bonn,Department of Ophthalmology,Germany"],"affiliations":[{"raw_affiliation_string":"University Hospital Bonn,Department of Ophthalmology,Germany","institution_ids":["https://openalex.org/I2799391451"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121650388","display_name":"Rafet Sifa","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rafet Sifa","raw_affiliation_strings":["Fraunhofer IAIS,Department of Media Engineering,Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer IAIS,Department of Media Engineering,Germany","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5043632791"],"corresponding_institution_ids":["https://openalex.org/I135140700"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.76503882,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"7045","last_page":"7054"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.8069000244140625,"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":0.8069000244140625,"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":0.0689999982714653,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.014399999752640724,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.6676999926567078},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5483999848365784},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.5256999731063843},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.46389999985694885},{"id":"https://openalex.org/keywords/retinopathy","display_name":"Retinopathy","score":0.33899998664855957}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6895999908447266},{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.6676999926567078},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5885000228881836},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5483999848365784},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.5256999731063843},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.46389999985694885},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.44769999384880066},{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.429500013589859},{"id":"https://openalex.org/C2778313320","wikidata":"https://www.wikidata.org/wiki/Q550455","display_name":"Retinopathy","level":3,"score":0.33899998664855957},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3255000114440918},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.31779998540878296},{"id":"https://openalex.org/C2777093970","wikidata":"https://www.wikidata.org/wiki/Q169342","display_name":"Retina","level":2,"score":0.2946999967098236},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.2913999855518341}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata66926.2025.11402603","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata66926.2025.11402603","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1966206262","https://openalex.org/W2529153069","https://openalex.org/W2557738935","https://openalex.org/W2762741128","https://openalex.org/W2903896358","https://openalex.org/W2948685905","https://openalex.org/W3048817311","https://openalex.org/W3081111549","https://openalex.org/W3109333577","https://openalex.org/W3117617661","https://openalex.org/W3117702625","https://openalex.org/W3182950653","https://openalex.org/W3203435379","https://openalex.org/W4226312434","https://openalex.org/W4283711801","https://openalex.org/W4283746056","https://openalex.org/W4288070315","https://openalex.org/W4296121080","https://openalex.org/W4297831050","https://openalex.org/W4311599947","https://openalex.org/W4313238732","https://openalex.org/W4365452246","https://openalex.org/W4378835629","https://openalex.org/W4381433571","https://openalex.org/W4384557718","https://openalex.org/W4387056177","https://openalex.org/W4387225989","https://openalex.org/W4389538491","https://openalex.org/W4390947332","https://openalex.org/W4392194228","https://openalex.org/W4392502787","https://openalex.org/W4402635219","https://openalex.org/W4405524677","https://openalex.org/W4406113951","https://openalex.org/W4406170851","https://openalex.org/W4409019996","https://openalex.org/W4412464286","https://openalex.org/W4412624781","https://openalex.org/W4412699666","https://openalex.org/W4413102263"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-03-09T07:06:17.341095","created_date":"2026-03-09T00:00:00"}