{"id":"https://openalex.org/W4387489611","doi":"https://doi.org/10.23919/spa59660.2023.10274427","title":"Segmentation of Retina Vessels in 2D OCT-Reconstructed Fundus Images with 3D UNet","display_name":"Segmentation of Retina Vessels in 2D OCT-Reconstructed Fundus Images with 3D UNet","publication_year":2023,"publication_date":"2023-09-20","ids":{"openalex":"https://openalex.org/W4387489611","doi":"https://doi.org/10.23919/spa59660.2023.10274427"},"language":"en","primary_location":{"id":"doi:10.23919/spa59660.2023.10274427","is_oa":false,"landing_page_url":"https://doi.org/10.23919/spa59660.2023.10274427","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Signal Processing: Algorithms, Architectures, Arrangements, and Applications (SPA)","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/A5009279037","display_name":"Tomasz Marciniak","orcid":"https://orcid.org/0000-0001-6035-7325"},"institutions":[{"id":"https://openalex.org/I46597724","display_name":"Pozna\u0144 University of Technology","ror":"https://ror.org/00p7p3302","country_code":"PL","type":"education","lineage":["https://openalex.org/I46597724"]},{"id":"https://openalex.org/I4210116723","display_name":"Robotics Research (United States)","ror":"https://ror.org/020w2fr77","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116723"]}],"countries":["PL","US"],"is_corresponding":true,"raw_author_name":"Tomasz Marciniak","raw_affiliation_strings":["Poznan University of Technology,Division of Electronic Systems and Signal Processing Institute of Automatic Control and Robotics,Department of Control, Robotics and Electrical Engineering,Poznan,Poland","Department of Control, Robotics and Electrical Engineering, Division of Electronic Systems and Signal Processing Institute of Automatic Control and Robotics, Poznan University of Technology, Poznan, Poland"],"affiliations":[{"raw_affiliation_string":"Poznan University of Technology,Division of Electronic Systems and Signal Processing Institute of Automatic Control and Robotics,Department of Control, Robotics and Electrical Engineering,Poznan,Poland","institution_ids":["https://openalex.org/I46597724","https://openalex.org/I4210116723"]},{"raw_affiliation_string":"Department of Control, Robotics and Electrical Engineering, Division of Electronic Systems and Signal Processing Institute of Automatic Control and Robotics, Poznan University of Technology, Poznan, Poland","institution_ids":["https://openalex.org/I46597724"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033716657","display_name":"Agnieszka Stankiewicz","orcid":"https://orcid.org/0000-0002-2983-897X"},"institutions":[{"id":"https://openalex.org/I4210116723","display_name":"Robotics Research (United States)","ror":"https://ror.org/020w2fr77","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116723"]},{"id":"https://openalex.org/I46597724","display_name":"Pozna\u0144 University of Technology","ror":"https://ror.org/00p7p3302","country_code":"PL","type":"education","lineage":["https://openalex.org/I46597724"]}],"countries":["PL","US"],"is_corresponding":false,"raw_author_name":"Agnieszka Stankiewicz","raw_affiliation_strings":["Poznan University of Technology,Division of Electronic Systems and Signal Processing Institute of Automatic Control and Robotics,Department of Control, Robotics and Electrical Engineering,Poznan,Poland","Department of Control, Robotics and Electrical Engineering, Division of Electronic Systems and Signal Processing Institute of Automatic Control and Robotics, Poznan University of Technology, Poznan, Poland"],"affiliations":[{"raw_affiliation_string":"Poznan University of Technology,Division of Electronic Systems and Signal Processing Institute of Automatic Control and Robotics,Department of Control, Robotics and Electrical Engineering,Poznan,Poland","institution_ids":["https://openalex.org/I46597724","https://openalex.org/I4210116723"]},{"raw_affiliation_string":"Department of Control, Robotics and Electrical Engineering, Division of Electronic Systems and Signal Processing Institute of Automatic Control and Robotics, Poznan University of Technology, Poznan, Poland","institution_ids":["https://openalex.org/I46597724"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072688593","display_name":"Przemys\u0142aw Zaradzki","orcid":"https://orcid.org/0000-0003-0416-8815"},"institutions":[{"id":"https://openalex.org/I46597724","display_name":"Pozna\u0144 University of Technology","ror":"https://ror.org/00p7p3302","country_code":"PL","type":"education","lineage":["https://openalex.org/I46597724"]},{"id":"https://openalex.org/I4210116723","display_name":"Robotics Research (United States)","ror":"https://ror.org/020w2fr77","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116723"]}],"countries":["PL","US"],"is_corresponding":false,"raw_author_name":"Przemys\u0142aw Zaradzki","raw_affiliation_strings":["Poznan University of Technology,Division of Electronic Systems and Signal Processing Institute of Automatic Control and Robotics,Department of Control, Robotics and Electrical Engineering,Poznan,Poland","Department of Control, Robotics and Electrical Engineering, Division of Electronic Systems and Signal Processing Institute of Automatic Control and Robotics, Poznan University of Technology, Poznan, Poland"],"affiliations":[{"raw_affiliation_string":"Poznan University of Technology,Division of Electronic Systems and Signal Processing Institute of Automatic Control and Robotics,Department of Control, Robotics and Electrical Engineering,Poznan,Poland","institution_ids":["https://openalex.org/I46597724","https://openalex.org/I4210116723"]},{"raw_affiliation_string":"Department of Control, Robotics and Electrical Engineering, Division of Electronic Systems and Signal Processing Institute of Automatic Control and Robotics, Poznan University of Technology, Poznan, Poland","institution_ids":["https://openalex.org/I46597724"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5009279037"],"corresponding_institution_ids":["https://openalex.org/I4210116723","https://openalex.org/I46597724"],"apc_list":null,"apc_paid":null,"fwci":0.4731,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.6765136,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"60","last_page":"65"},"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/T10250","display_name":"Glaucoma and retinal disorders","score":0.9916999936103821,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9904999732971191,"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/retina","display_name":"Retina","score":0.8277527093887329},{"id":"https://openalex.org/keywords/fundus","display_name":"Fundus (uterus)","score":0.6762633919715881},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6117931604385376},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5877850651741028},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5690403580665588},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5535014867782593},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.49458596110343933},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.2717525362968445},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.20510238409042358},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.17307451367378235},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.11844220757484436}],"concepts":[{"id":"https://openalex.org/C2777093970","wikidata":"https://www.wikidata.org/wiki/Q169342","display_name":"Retina","level":2,"score":0.8277527093887329},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.6762633919715881},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6117931604385376},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5877850651741028},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5690403580665588},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5535014867782593},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.49458596110343933},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.2717525362968445},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.20510238409042358},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.17307451367378235},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11844220757484436}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/spa59660.2023.10274427","is_oa":false,"landing_page_url":"https://doi.org/10.23919/spa59660.2023.10274427","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Signal Processing: Algorithms, Architectures, Arrangements, and Applications (SPA)","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":14,"referenced_works":["https://openalex.org/W2036169388","https://openalex.org/W2045227075","https://openalex.org/W2083325330","https://openalex.org/W2083337717","https://openalex.org/W2158698691","https://openalex.org/W2464708700","https://openalex.org/W2967243902","https://openalex.org/W2980688973","https://openalex.org/W3089653673","https://openalex.org/W3111741353","https://openalex.org/W3119536101","https://openalex.org/W4319601553","https://openalex.org/W6768769845","https://openalex.org/W6783454895"],"related_works":["https://openalex.org/W2362796209","https://openalex.org/W2027168247","https://openalex.org/W2038488634","https://openalex.org/W3196308482","https://openalex.org/W2374520121","https://openalex.org/W61628834","https://openalex.org/W1948903846","https://openalex.org/W4384120863","https://openalex.org/W2079032350","https://openalex.org/W1522196789"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"an":[3],"analysis":[4],"of":[5,8,39,49,65,91,107],"the":[6,30,40,50,60,66,75,81,92,99,105,108],"effectiveness":[7,64],"blood":[9],"vessel":[10],"segmentation":[11,17,61,100],"in":[12],"human":[13],"retinal":[14],"images.":[15],"The":[16,63,89],"process":[18],"was":[19,45,69],"carried":[20],"out":[21],"for":[22],"three-dimensional":[23],"optical":[24],"coherence":[25],"tomography":[26],"(OCT)":[27],"scans":[28],"using":[29,71],"author\u2019s":[31],"publicly":[32],"available":[33],"CAVRI-C":[34],"database.":[35],"A":[36],"3D":[37],"version":[38],"U-Net":[41],"artificial":[42],"neural":[43,87],"network":[44],"used.":[46],"Various":[47],"dimensions":[48],"input":[51],"blocks":[52],"were":[53,78],"investigated":[54],"to":[55,97],"determine":[56],"their":[57],"influence":[58],"on":[59,86],"process.":[62],"proposed":[67,93],"solutions":[68,94],"evaluated":[70],"various":[72],"metrics":[73],"and":[74],"results":[76],"obtained":[77],"compared":[79],"with":[80],"2D":[82],"solution,":[83],"also":[84],"based":[85],"networks.":[88],"use":[90],"allowed":[95],"us":[96],"improve":[98],"even":[101],"by":[102],"15%":[103],"(in":[104],"case":[106],"F1-score).":[109]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
