{"id":"https://openalex.org/W2999968295","doi":"https://doi.org/10.1109/iccp48234.2019.8959714","title":"Towards Balancing the Complexity of Convolutional Neural Network with the Role of Optical Coherence Tomography in Retinal Conditions","display_name":"Towards Balancing the Complexity of Convolutional Neural Network with the Role of Optical Coherence Tomography in Retinal Conditions","publication_year":2019,"publication_date":"2019-09-01","ids":{"openalex":"https://openalex.org/W2999968295","doi":"https://doi.org/10.1109/iccp48234.2019.8959714","mag":"2999968295"},"language":"en","primary_location":{"id":"doi:10.1109/iccp48234.2019.8959714","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccp48234.2019.8959714","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 15th International Conference on Intelligent Computer Communication and Processing (ICCP)","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/A5085755068","display_name":"Anca Marginean","orcid":"https://orcid.org/0000-0001-8426-588X"},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":true,"raw_author_name":"Anca Marginean","raw_affiliation_strings":["Department of Computer Science Technical, University of Cluj-Napoca, Cluj-Napoca, Romania"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science Technical, University of Cluj-Napoca, Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085701846","display_name":"Adrian Groza","orcid":"https://orcid.org/0000-0003-0143-5631"},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Adrian Groza","raw_affiliation_strings":["Department of Computer Science Technical, University of Cluj-Napoca, Cluj-Napoca, Romania"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science Technical, University of Cluj-Napoca, Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075701726","display_name":"S Nicoar\u0103","orcid":"https://orcid.org/0000-0002-7886-2044"},"institutions":[{"id":"https://openalex.org/I208470662","display_name":"Iuliu Ha\u021bieganu University of Medicine and Pharmacy","ror":"https://ror.org/051h0cw83","country_code":"RO","type":"education","lineage":["https://openalex.org/I208470662"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Simona Delia Nicoara","raw_affiliation_strings":["Department of Ophthalmology \u201cIuliu Hatieganu\u201d, University of Medicine and Pharmacy, Cluj-Napoca, Romania","Department of Ophthalmology \"Iuliu Hatieganu\", University of Medicine and Pharmacy, Cluj-Napoca, Romania"],"affiliations":[{"raw_affiliation_string":"Department of Ophthalmology \u201cIuliu Hatieganu\u201d, University of Medicine and Pharmacy, Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I208470662"]},{"raw_affiliation_string":"Department of Ophthalmology \"Iuliu Hatieganu\", University of Medicine and Pharmacy, Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I208470662"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064171371","display_name":"George Adrian Muntean","orcid":"https://orcid.org/0000-0003-1567-254X"},"institutions":[{"id":"https://openalex.org/I208470662","display_name":"Iuliu Ha\u021bieganu University of Medicine and Pharmacy","ror":"https://ror.org/051h0cw83","country_code":"RO","type":"education","lineage":["https://openalex.org/I208470662"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"George Muntean","raw_affiliation_strings":["Department of Ophthalmology \u201cIuliu Hatieganu\u201d, University of Medicine and Pharmacy, Cluj-Napoca, Romania","Department of Ophthalmology \"Iuliu Hatieganu\", University of Medicine and Pharmacy, Cluj-Napoca, Romania"],"affiliations":[{"raw_affiliation_string":"Department of Ophthalmology \u201cIuliu Hatieganu\u201d, University of Medicine and Pharmacy, Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I208470662"]},{"raw_affiliation_string":"Department of Ophthalmology \"Iuliu Hatieganu\", University of Medicine and Pharmacy, Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I208470662"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006811119","display_name":"Radu R\u0103zvan Sl\u0103vescu","orcid":"https://orcid.org/0000-0002-2412-0723"},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Radu Razvan Slavescu","raw_affiliation_strings":["Department of Computer Science Technical, University of Cluj-Napoca, Cluj-Napoca, Romania"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science Technical, University of Cluj-Napoca, Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069914349","display_name":"Ioan Alfred Le\u0163ia","orcid":null},"institutions":[{"id":"https://openalex.org/I158333966","display_name":"Technical University of Cluj-Napoca","ror":"https://ror.org/03r8nwp71","country_code":"RO","type":"education","lineage":["https://openalex.org/I158333966"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Ioan Alfred Letia","raw_affiliation_strings":["Department of Computer Science Technical, University of Cluj-Napoca, Cluj-Napoca, Romania"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science Technical, University of Cluj-Napoca, Cluj-Napoca, Romania","institution_ids":["https://openalex.org/I158333966"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5085755068"],"corresponding_institution_ids":["https://openalex.org/I158333966"],"apc_list":null,"apc_paid":null,"fwci":1.016,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.78193243,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"abs 1602 7360","issue":null,"first_page":"475","last_page":"482"},"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":0.9861999750137329,"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/T10862","display_name":"AI in cancer detection","score":0.9850000143051147,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.8166985511779785},{"id":"https://openalex.org/keywords/optical-coherence-tomography","display_name":"Optical coherence tomography","score":0.761232316493988},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6887946128845215},{"id":"https://openalex.org/keywords/facilitation","display_name":"Facilitation","score":0.4949609637260437},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.4856344759464264},{"id":"https://openalex.org/keywords/coherence","display_name":"Coherence (philosophical gambling strategy)","score":0.4740072190761566},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4709119498729706},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.46030381321907043},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34377017617225647},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1753665804862976},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.1471627652645111},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1461600661277771},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.140903502702713},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09502273797988892}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.8166985511779785},{"id":"https://openalex.org/C2778818243","wikidata":"https://www.wikidata.org/wiki/Q899552","display_name":"Optical coherence tomography","level":2,"score":0.761232316493988},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6887946128845215},{"id":"https://openalex.org/C1337776","wikidata":"https://www.wikidata.org/wiki/Q1941955","display_name":"Facilitation","level":2,"score":0.4949609637260437},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.4856344759464264},{"id":"https://openalex.org/C2781181686","wikidata":"https://www.wikidata.org/wiki/Q4226068","display_name":"Coherence (philosophical gambling strategy)","level":2,"score":0.4740072190761566},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4709119498729706},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.46030381321907043},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34377017617225647},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1753665804862976},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1471627652645111},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1461600661277771},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.140903502702713},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09502273797988892},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccp48234.2019.8959714","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccp48234.2019.8959714","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 15th International Conference on Intelligent Computer Communication and Processing (ICCP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1458919156","https://openalex.org/W1686810756","https://openalex.org/W1849277567","https://openalex.org/W1969496006","https://openalex.org/W2001080026","https://openalex.org/W2013754472","https://openalex.org/W2115531174","https://openalex.org/W2150769593","https://openalex.org/W2279098554","https://openalex.org/W2464708700","https://openalex.org/W2528491735","https://openalex.org/W2549799826","https://openalex.org/W2589074029","https://openalex.org/W2608854843","https://openalex.org/W2788633781","https://openalex.org/W2809144587","https://openalex.org/W2886281300","https://openalex.org/W2893458693","https://openalex.org/W2898192966","https://openalex.org/W2962835968","https://openalex.org/W4298869022","https://openalex.org/W6637373629","https://openalex.org/W6639204139","https://openalex.org/W6695314431"],"related_works":["https://openalex.org/W1980138985","https://openalex.org/W1998917340","https://openalex.org/W2368628894","https://openalex.org/W4297563057","https://openalex.org/W1647109850","https://openalex.org/W1975867518","https://openalex.org/W2323668004","https://openalex.org/W3184933272","https://openalex.org/W1014602304","https://openalex.org/W1033756233"],"abstract_inverted_index":{"Convolutional":[0],"neural":[1],"networks":[2],"have":[3],"shown":[4],"impressive":[5],"performance":[6],"in":[7,18,83],"the":[8,22,34,38,41,51,59,70,77,80,84,87],"medical":[9,13],"image":[10],"domain,":[11],"but":[12],"experts":[14],"are":[15,24,29,73],"somewhat":[16],"skeptical":[17],"their":[19],"predictions":[20],"since":[21],"features":[23],"not":[25],"directly":[26],"graspable.":[27],"We":[28],"looking":[30],"into":[31],"one":[32],"of":[33,40,50,61,79,86],"technical":[35],"challenges,":[36],"namely":[37],"explainability":[39],"results,":[42],"to":[43,45,75],"try":[44],"find":[46],"out":[47],"some":[48],"demonstration":[49],"regions":[52],"deemed":[53],"abnormal":[54],"by":[55],"deep":[56],"learning.":[57],"Following":[58],"trend":[60],"heatmaps":[62],"indicating":[63],"which":[64],"local":[65],"morphology":[66],"changes":[67],"would":[68],"modify":[69],"predictions,":[71],"we":[72],"trying":[74],"verify":[76],"facilitation":[78],"clinical":[81],"understanding":[82],"eyes":[85],"ophthalmologist.":[88]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}