{"id":"https://openalex.org/W3009223967","doi":"https://doi.org/10.1109/access.2020.2977355","title":"Effect of Altered OCT Image Quality on Deep Learning Boundary Segmentation","display_name":"Effect of Altered OCT Image Quality on Deep Learning Boundary Segmentation","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3009223967","doi":"https://doi.org/10.1109/access.2020.2977355","mag":"3009223967"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.2977355","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2977355","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09019648.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09019648.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022009973","display_name":"Jason Kugelman","orcid":"https://orcid.org/0000-0001-7269-8573"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jason Kugelman","raw_affiliation_strings":["Contact Lens and Visual Optics Laboratory, School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Australia"],"raw_orcid":"https://orcid.org/0000-0001-7269-8573","affiliations":[{"raw_affiliation_string":"Contact Lens and Visual Optics Laboratory, School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002372452","display_name":"David Alonso\u2010Caneiro","orcid":"https://orcid.org/0000-0002-7754-6592"},"institutions":[{"id":"https://openalex.org/I104628220","display_name":"Lions Eye Institute","ror":"https://ror.org/006vyay97","country_code":"AU","type":"nonprofit","lineage":["https://openalex.org/I104628220"]},{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]},{"id":"https://openalex.org/I177877127","display_name":"The University of Western Australia","ror":"https://ror.org/047272k79","country_code":"AU","type":"education","lineage":["https://openalex.org/I177877127"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"David Alonso-Caneiro","raw_affiliation_strings":["Centre for Ophthalmology and Visual Science (incorporating Lions Eye Institute), The University of Western Australia, Perth, Australia","Contact Lens and Visual Optics Laboratory, School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Australia"],"raw_orcid":"https://orcid.org/0000-0002-7754-6592","affiliations":[{"raw_affiliation_string":"Centre for Ophthalmology and Visual Science (incorporating Lions Eye Institute), The University of Western Australia, Perth, Australia","institution_ids":["https://openalex.org/I104628220","https://openalex.org/I177877127"]},{"raw_affiliation_string":"Contact Lens and Visual Optics Laboratory, School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103220396","display_name":"Scott A. Read","orcid":"https://orcid.org/0000-0002-1595-673X"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Scott A. Read","raw_affiliation_strings":["Contact Lens and Visual Optics Laboratory, School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Australia"],"raw_orcid":"https://orcid.org/0000-0002-1595-673X","affiliations":[{"raw_affiliation_string":"Contact Lens and Visual Optics Laboratory, School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041138389","display_name":"Stephen J. Vincent","orcid":"https://orcid.org/0000-0002-5998-1320"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Stephen J. Vincent","raw_affiliation_strings":["Contact Lens and Visual Optics Laboratory, School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5998-1320","affiliations":[{"raw_affiliation_string":"Contact Lens and Visual Optics Laboratory, School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045316705","display_name":"Fred K. Chen","orcid":"https://orcid.org/0000-0003-2809-9930"},"institutions":[{"id":"https://openalex.org/I104628220","display_name":"Lions Eye Institute","ror":"https://ror.org/006vyay97","country_code":"AU","type":"nonprofit","lineage":["https://openalex.org/I104628220"]},{"id":"https://openalex.org/I177877127","display_name":"The University of Western Australia","ror":"https://ror.org/047272k79","country_code":"AU","type":"education","lineage":["https://openalex.org/I177877127"]},{"id":"https://openalex.org/I2799740997","display_name":"Royal Perth Hospital","ror":"https://ror.org/00zc2xc51","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I2799506148","https://openalex.org/I2799506148","https://openalex.org/I2799740997","https://openalex.org/I2800882159","https://openalex.org/I2800882159","https://openalex.org/I4388446364","https://openalex.org/I4388446364","https://openalex.org/I4405257575"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Fred K. Chen","raw_affiliation_strings":["Centre for Ophthalmology and Visual Science (incorporating Lions Eye Institute), The University of Western Australia, Perth, Australia","Department of Ophthalmology, Royal Perth Hospital, Perth, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2809-9930","affiliations":[{"raw_affiliation_string":"Centre for Ophthalmology and Visual Science (incorporating Lions Eye Institute), The University of Western Australia, Perth, Australia","institution_ids":["https://openalex.org/I104628220","https://openalex.org/I177877127"]},{"raw_affiliation_string":"Department of Ophthalmology, Royal Perth Hospital, Perth, Australia","institution_ids":["https://openalex.org/I2799740997"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074839699","display_name":"Michael J. Collins","orcid":"https://orcid.org/0000-0001-5226-5498"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Michael J. Collins","raw_affiliation_strings":["Contact Lens and Visual Optics Laboratory, School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Australia"],"raw_orcid":"https://orcid.org/0000-0001-5226-5498","affiliations":[{"raw_affiliation_string":"Contact Lens and Visual Optics Laboratory, School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Australia","institution_ids":["https://openalex.org/I160993911"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.2955,"has_fulltext":true,"cited_by_count":34,"citation_normalized_percentile":{"value":0.9049186,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"8","issue":null,"first_page":"43537","last_page":"43553"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9990000128746033,"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":0.9988999962806702,"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/computer-science","display_name":"Computer science","score":0.8084239959716797},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7360129356384277},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.6551259756088257},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6121414303779602},{"id":"https://openalex.org/keywords/jpeg-2000","display_name":"JPEG 2000","score":0.5444428324699402},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5425058603286743},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5007240772247314},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4942462742328644},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.48682159185409546},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.467338889837265},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38714081048965454},{"id":"https://openalex.org/keywords/image-compression","display_name":"Image compression","score":0.36809220910072327},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.3426308035850525},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.24697205424308777}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8084239959716797},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7360129356384277},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.6551259756088257},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6121414303779602},{"id":"https://openalex.org/C69216139","wikidata":"https://www.wikidata.org/wiki/Q931783","display_name":"JPEG 2000","level":5,"score":0.5444428324699402},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5425058603286743},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5007240772247314},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4942462742328644},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.48682159185409546},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.467338889837265},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38714081048965454},{"id":"https://openalex.org/C13481523","wikidata":"https://www.wikidata.org/wiki/Q412438","display_name":"Image compression","level":4,"score":0.36809220910072327},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3426308035850525},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.24697205424308777},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1109/access.2020.2977355","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2977355","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09019648.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:openaire/be5de7d1-b991-446d-a04b-81873c53dbc2","is_oa":true,"landing_page_url":"https://admin.research-repository.uwa.edu.au/en/publications/be5de7d1-b991-446d-a04b-81873c53dbc2","pdf_url":null,"source":{"id":"https://openalex.org/S4306402523","display_name":"UWA Profiles and Research Repository (University of Western Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177877127","host_organization_name":"The University of Western Australia","host_organization_lineage":["https://openalex.org/I177877127"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Kugelman, J, Alonso-Caneiro, D, Read, S A, Vincent, S J, Chen, F K & Collins, M J 2020, 'Effect of Altered OCT Image Quality on Deep Learning Boundary Segmentation', IEEE Access, vol. 8, 9019648, pp. 43537-43553. https://doi.org/10.1109/ACCESS.2020.2977355","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pure.atira.dk:publications/be5de7d1-b991-446d-a04b-81873c53dbc2","is_oa":true,"landing_page_url":"https://research-repository.uwa.edu.au/en/publications/be5de7d1-b991-446d-a04b-81873c53dbc2","pdf_url":null,"source":{"id":"https://openalex.org/S4306402492","display_name":"UWA Profiles and Research Repository (UWA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177877127","host_organization_name":"The University of Western Australia","host_organization_lineage":["https://openalex.org/I177877127"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Kugelman , J , Alonso-Caneiro , D , Read , S A , Vincent , S J , Chen , F K &amp; Collins , M J 2020 , ' Effect of Altered OCT Image Quality on Deep Learning Boundary Segmentation ' , IEEE Access , vol. 8 , 9019648 , pp. 43537-43553 . https://doi.org/10.1109/ACCESS.2020.2977355","raw_type":"article"},{"id":"pmh:oai:doaj.org/article:e8c106f2812d4d778e1f93a4d86fc8b6","is_oa":true,"landing_page_url":"https://doaj.org/article/e8c106f2812d4d778e1f93a4d86fc8b6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 8, Pp 43537-43553 (2020)","raw_type":"article"},{"id":"pmh:oai:eprints.qut.edu.au:199313","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402607","display_name":"QUT ePrints (Queensland University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I160993911","host_organization_name":"Queensland University of Technology","host_organization_lineage":["https://openalex.org/I160993911"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access","raw_type":"Contribution to Journal"},{"id":"pmh:oai:research-repository.griffith.edu.au:10072/394220","is_oa":true,"landing_page_url":"http://hdl.handle.net/10072/394220","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.2977355","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2977355","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09019648.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/1","score":0.550000011920929,"display_name":"No poverty"}],"awards":[{"id":"https://openalex.org/G7679716501","display_name":null,"funder_award_id":"APP1142962","funder_id":"https://openalex.org/F4320334705","funder_display_name":"National Health and Medical Research Council"}],"funders":[{"id":"https://openalex.org/F4320309480","display_name":"Nvidia","ror":"https://ror.org/03jdj4y14"},{"id":"https://openalex.org/F4320320471","display_name":"Rebecca L. Cooper Medical Research Foundation","ror":"https://ror.org/038mte443"},{"id":"https://openalex.org/F4320320983","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752"},{"id":"https://openalex.org/F4320334705","display_name":"National Health and Medical Research Council","ror":"https://ror.org/011kf5r70"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3009223967.pdf","grobid_xml":"https://content.openalex.org/works/W3009223967.grobid-xml"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1836465849","https://openalex.org/W1900665324","https://openalex.org/W1901129140","https://openalex.org/W1996144177","https://openalex.org/W1997547727","https://openalex.org/W1999377661","https://openalex.org/W2006290260","https://openalex.org/W2009195969","https://openalex.org/W2010310750","https://openalex.org/W2011237852","https://openalex.org/W2013436069","https://openalex.org/W2026431811","https://openalex.org/W2043724999","https://openalex.org/W2051362212","https://openalex.org/W2061240737","https://openalex.org/W2074598933","https://openalex.org/W2079390326","https://openalex.org/W2095705004","https://openalex.org/W2099430002","https://openalex.org/W2118686815","https://openalex.org/W2123576638","https://openalex.org/W2123842573","https://openalex.org/W2141771435","https://openalex.org/W2153189592","https://openalex.org/W2156706485","https://openalex.org/W2157979199","https://openalex.org/W2164774194","https://openalex.org/W2165733437","https://openalex.org/W2194775991","https://openalex.org/W2300511734","https://openalex.org/W2326799156","https://openalex.org/W2414755904","https://openalex.org/W2463489988","https://openalex.org/W2464708700","https://openalex.org/W2519898457","https://openalex.org/W2606534623","https://openalex.org/W2608854843","https://openalex.org/W2625039771","https://openalex.org/W2725994366","https://openalex.org/W2742820103","https://openalex.org/W2754313360","https://openalex.org/W2788684909","https://openalex.org/W2792141483","https://openalex.org/W2803921547","https://openalex.org/W2806407713","https://openalex.org/W2808330913","https://openalex.org/W2883235649","https://openalex.org/W2888867330","https://openalex.org/W2888905826","https://openalex.org/W2890936063","https://openalex.org/W2898575988","https://openalex.org/W2905660188","https://openalex.org/W2952439033","https://openalex.org/W2963980515","https://openalex.org/W2973920946","https://openalex.org/W4288593379","https://openalex.org/W4361805498","https://openalex.org/W6631190155","https://openalex.org/W6638667902","https://openalex.org/W6639824700","https://openalex.org/W6674330103","https://openalex.org/W6748400391","https://openalex.org/W6753209683","https://openalex.org/W6758601049"],"related_works":["https://openalex.org/W2390873329","https://openalex.org/W2151403598","https://openalex.org/W2385039112","https://openalex.org/W2137460601","https://openalex.org/W2354616978","https://openalex.org/W2357744830","https://openalex.org/W2006865992","https://openalex.org/W2375053416","https://openalex.org/W2387270800","https://openalex.org/W2375227896"],"abstract_inverted_index":{"Deep":[0],"learning":[1,46],"methods":[2,47,67,96],"provide":[3],"a":[4,27,34,109,119,149,163,203],"platform":[5],"to":[6,90,100,188,206],"segment":[7],"boundaries":[8],"within":[9],"the":[10,18,22,59,73,82,92,95,135,175,185,207,215,225,235,239],"retina":[11],"and":[12,57,97,130,133,158,180,237,241],"choroid":[13],"in":[14,72,103,174],"OCT":[15,76,127,218],"images":[16,107],"of":[17,25,37,44,61,75,81,84,94,111,121,137,177,190,214,217,243],"posterior":[19],"eye,":[20],"with":[21,196,229],"ultimate":[23],"goal":[24],"having":[26],"robust":[28,170],"model":[29],"that":[30,123,227],"works":[31],"well":[32],"across":[33],"wide":[35],"range":[36,110,120],"different":[38,112],"datasets.":[39],"However,":[40],"since":[41],"most":[42],"studies":[43],"deep":[45],"use":[48],"datasets":[49],"exhibiting":[50,108],"similar":[51],"image":[52,63,77,85,128,152,182,219],"quality":[53,64,86,129,153,231],"for":[54],"both":[55,178],"training":[56,244],"evaluation,":[58],"effect":[60,216,226],"varied":[62],"on":[65,221,234],"such":[66],"is":[68,88,193],"not":[69],"normally":[70],"explored":[71],"context":[74],"segmentation.":[78],"An":[79],"understanding":[80,213],"effects":[83],"factors":[87,122,154],"vital":[89],"determine":[91],"robustness":[93,187],"their":[98],"ability":[99],"be":[101],"applied":[102],"clinical":[104],"practice":[105],"where":[106],"qualities":[113],"are":[114],"encountered.":[115],"This":[116,209],"study":[117,210],"examined":[118],"can":[124,145],"affect":[125],"standard":[126],"determined":[131],"how":[132],"why":[134],"performance":[136,171,198],"an":[138],"existing":[139],"neural":[140,222],"network":[141,223,236],"based":[142],"segmentation":[143],"method":[144],"subsequently":[146],"degrade":[147],"as":[148],"result.":[150],"Three":[151],"(noise,":[155],"contrast":[156],"reduction,":[157],"gamma":[159],"correction)":[160],"all":[161],"had":[162],"negative":[164],"impact":[165],"upon":[166],"performance,":[167,224],"while":[168],"more":[169],"was":[172],"maintained":[173],"presence":[176],"JPEG":[179],"JPEG2000":[181],"compression.":[183],"Improving":[184],"method's":[186],"each":[189],"these":[191],"degradations":[192],"also":[194],"demonstrated":[195],"marked":[197],"improvements":[199],"identified":[200],"by":[201],"applying":[202],"fine-tuning":[204,228],"approach":[205],"network.":[208],"improves":[211],"our":[212],"degradation":[220],"poor-image":[230],"data":[232,248],"has":[233],"highlights":[238],"benefit":[240],"importance":[242],"resilient":[245],"models":[246],"using":[247],"augmentation.":[249]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
