{"id":"https://openalex.org/W4386825029","doi":"https://doi.org/10.1109/access.2023.3317011","title":"Retinal OCT Layer Segmentation via Joint Motion Correction and Graph-Assisted 3D Neural Network","display_name":"Retinal OCT Layer Segmentation via Joint Motion Correction and Graph-Assisted 3D Neural Network","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4386825029","doi":"https://doi.org/10.1109/access.2023.3317011","pmid":"https://pubmed.ncbi.nlm.nih.gov/39737086"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3317011","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3317011","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10254538.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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10254538.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054073590","display_name":"Yiqian Wang","orcid":"https://orcid.org/0000-0001-6245-9560"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yiqian Wang","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of California, San Diego, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-6245-9560","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of California, San Diego, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044776800","display_name":"Carlo Miguel B. Galang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Carlo Galang","raw_affiliation_strings":["Jacobs Retina Center, Shiley Eye Institute, University of California, San Diego, CA, USA","Shiley Eye Institute, Jacobs Retina Center, University of California, San Diego, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jacobs Retina Center, Shiley Eye Institute, University of California, San Diego, CA, USA","institution_ids":[]},{"raw_affiliation_string":"Shiley Eye Institute, Jacobs Retina Center, University of California, San Diego, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101974691","display_name":"William R. Freeman","orcid":"https://orcid.org/0000-0001-9979-2500"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"William R. Freeman","raw_affiliation_strings":["Jacobs Retina Center, Shiley Eye Institute, University of California, San Diego, CA, USA","Shiley Eye Institute, Jacobs Retina Center, University of California, San Diego, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jacobs Retina Center, Shiley Eye Institute, University of California, San Diego, CA, USA","institution_ids":[]},{"raw_affiliation_string":"Shiley Eye Institute, Jacobs Retina Center, University of California, San Diego, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008849333","display_name":"Alexandra Warter","orcid":"https://orcid.org/0000-0001-6569-8452"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alexandra Warter","raw_affiliation_strings":["Jacobs Retina Center, Shiley Eye Institute, University of California, San Diego, CA, USA","Shiley Eye Institute, Jacobs Retina Center, University of California, San Diego, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-6569-8452","affiliations":[{"raw_affiliation_string":"Jacobs Retina Center, Shiley Eye Institute, University of California, San Diego, CA, USA","institution_ids":[]},{"raw_affiliation_string":"Shiley Eye Institute, Jacobs Retina Center, University of California, San Diego, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014417323","display_name":"Anna Heinke","orcid":"https://orcid.org/0000-0002-7115-8767"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Anna Heinke","raw_affiliation_strings":["Jacobs Retina Center, Shiley Eye Institute, University of California, San Diego, CA, USA","Shiley Eye Institute, Jacobs Retina Center, University of California, San Diego, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-7115-8767","affiliations":[{"raw_affiliation_string":"Jacobs Retina Center, Shiley Eye Institute, University of California, San Diego, CA, USA","institution_ids":[]},{"raw_affiliation_string":"Shiley Eye Institute, Jacobs Retina Center, University of California, San Diego, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062586774","display_name":"Dirk\u2010Uwe Bartsch","orcid":"https://orcid.org/0000-0003-0955-8708"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dirk-Uwe G. Bartsch","raw_affiliation_strings":["Jacobs Retina Center, Shiley Eye Institute, University of California, San Diego, CA, USA","Shiley Eye Institute, Jacobs Retina Center, University of California, San Diego, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jacobs Retina Center, Shiley Eye Institute, University of California, San Diego, CA, USA","institution_ids":[]},{"raw_affiliation_string":"Shiley Eye Institute, Jacobs Retina Center, University of California, San Diego, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102719190","display_name":"Truong Q. Nguyen","orcid":"https://orcid.org/0000-0002-5022-063X"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Truong Q. Nguyen","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of California, San Diego, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-5022-063X","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of California, San Diego, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026538956","display_name":"Cheolhong An","orcid":"https://orcid.org/0000-0003-2821-7386"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cheolhong An","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of California, San Diego, CA, USA"],"raw_orcid":"https://orcid.org/0000-0003-2821-7386","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of California, San Diego, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"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":1.9505,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.86645832,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"11","issue":null,"first_page":"103319","last_page":"103332"},"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/T10170","display_name":"Retinal Diseases and Treatments","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"}},{"id":"https://openalex.org/T11569","display_name":"Optical Coherence Tomography Applications","score":0.998199999332428,"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":0.8424590826034546},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8201858997344971},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7185523509979248},{"id":"https://openalex.org/keywords/optical-coherence-tomography","display_name":"Optical coherence tomography","score":0.681364119052887},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5240395665168762},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5165554285049438},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.485041081905365},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4739687144756317},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.46387872099876404},{"id":"https://openalex.org/keywords/pyramid","display_name":"Pyramid (geometry)","score":0.46110257506370544},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.45486021041870117},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.45426031947135925},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4181956350803375},{"id":"https://openalex.org/keywords/cut","display_name":"Cut","score":0.4170484244823456},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.0705326497554779}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.8424590826034546},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8201858997344971},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7185523509979248},{"id":"https://openalex.org/C2778818243","wikidata":"https://www.wikidata.org/wiki/Q899552","display_name":"Optical coherence tomography","level":2,"score":0.681364119052887},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5240395665168762},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5165554285049438},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.485041081905365},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4739687144756317},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46387872099876404},{"id":"https://openalex.org/C142575187","wikidata":"https://www.wikidata.org/wiki/Q3358290","display_name":"Pyramid (geometry)","level":2,"score":0.46110257506370544},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.45486021041870117},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.45426031947135925},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4181956350803375},{"id":"https://openalex.org/C5134670","wikidata":"https://www.wikidata.org/wiki/Q1626444","display_name":"Cut","level":4,"score":0.4170484244823456},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0705326497554779},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.0},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1109/access.2023.3317011","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3317011","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10254538.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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmid:39737086","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39737086","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE access : practical innovations, open solutions","raw_type":null},{"id":"pmh:oai:escholarship.org:ark:/13030/qt7995b2gz","is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/7995b2gz","pdf_url":"https://escholarship.org/content/qt7995b2gz/qt7995b2gz.pdf","source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, vol 11","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11684756","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11684756","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access","raw_type":"Text"},{"id":"pmh:ark:/13030/qt7995b2gz","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},{"id":"pmh:oai:doaj.org/article:f6944bee0bd746c09dcb124721bf88df","is_oa":true,"landing_page_url":"https://doaj.org/article/f6944bee0bd746c09dcb124721bf88df","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 11, Pp 103319-103332 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3317011","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3317011","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10254538.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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2953617069","display_name":null,"funder_award_id":"R01 EY033847","funder_id":"https://openalex.org/F4320337350","funder_display_name":"National Eye Institute"},{"id":"https://openalex.org/G5372621214","display_name":null,"funder_award_id":"1R01EY033847","funder_id":"https://openalex.org/F4320337350","funder_display_name":"National Eye Institute"}],"funders":[{"id":"https://openalex.org/F4320337350","display_name":"National Eye Institute","ror":"https://ror.org/03wkg3b53"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386825029.pdf","grobid_xml":"https://content.openalex.org/works/W4386825029.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1873693865","https://openalex.org/W1901129140","https://openalex.org/W1979854281","https://openalex.org/W1991934654","https://openalex.org/W1996137482","https://openalex.org/W1998337039","https://openalex.org/W2001080026","https://openalex.org/W2011237852","https://openalex.org/W2024492357","https://openalex.org/W2066572511","https://openalex.org/W2074598933","https://openalex.org/W2085202667","https://openalex.org/W2100756624","https://openalex.org/W2127318120","https://openalex.org/W2138157582","https://openalex.org/W2143268474","https://openalex.org/W2211066248","https://openalex.org/W2418802570","https://openalex.org/W2606534623","https://openalex.org/W2608854843","https://openalex.org/W2756145209","https://openalex.org/W2765515037","https://openalex.org/W2807229912","https://openalex.org/W2839271271","https://openalex.org/W2886281300","https://openalex.org/W2917393555","https://openalex.org/W2919070891","https://openalex.org/W2955200554","https://openalex.org/W2963319519","https://openalex.org/W2973030301","https://openalex.org/W2974844314","https://openalex.org/W2979568061","https://openalex.org/W3092762369","https://openalex.org/W3136054725","https://openalex.org/W3194767356","https://openalex.org/W4220747310","https://openalex.org/W4308237779","https://openalex.org/W4360618714","https://openalex.org/W6745475985"],"related_works":["https://openalex.org/W2323668004","https://openalex.org/W1014602304","https://openalex.org/W1033756233","https://openalex.org/W2021544484","https://openalex.org/W2032319136","https://openalex.org/W2109407305","https://openalex.org/W1582388844","https://openalex.org/W2897997384","https://openalex.org/W2088651901","https://openalex.org/W1544828638"],"abstract_inverted_index":{"Optical":[0],"Coherence":[1],"Tomography":[2],"(OCT)":[3],"is":[4,19],"a":[5,71],"widely":[6],"used":[7],"3D":[8,68],"imaging":[9],"technology":[10],"in":[11,17,49,61,132],"ophthalmology.":[12],"Segmentation":[13],"of":[14,25,84,162,184,186],"retinal":[15,27],"layers":[16],"OCT":[18,87],"important":[20],"for":[21,152],"diagnosis":[22,159],"and":[23,28,45,59,70,98,110,126,160,172],"evaluation":[24,161],"various":[26,99,111],"systemic":[29],"diseases.":[30,100,157],"While":[31],"2D":[32],"segmentation":[33,60,65,88,93,120],"algorithms":[34],"have":[35],"been":[36],"developed,":[37],"they":[38],"do":[39],"not":[40],"fully":[41],"utilize":[42],"contextual":[43],"information":[44],"suffer":[46],"from":[47,142,177],"inconsistency":[48],"3D.":[50,62],"We":[51,80],"propose":[52],"neural":[53],"networks":[54],"to":[55,144,147],"combine":[56],"motion":[57],"correction":[58],"The":[63,101,158],"proposed":[64,115,136],"network":[66],"utilizes":[67],"convolution":[69],"novel":[72],"graph":[73],"pyramid":[74],"structure":[75],"with":[76,90,107,123,164],"graph-inspired":[77],"building":[78],"blocks.":[79],"also":[81],"collected":[82],"one":[83],"the":[85,114,135,139,178],"largest":[86],"dataset":[89],"manually":[91],"corrected":[92],"covering":[94],"both":[95],"normal":[96],"examples":[97],"experimental":[102],"results":[103],"on":[104],"three":[105],"datasets":[106],"multiple":[108],"instruments":[109],"diseases":[112,163],"show":[113],"method":[116,137],"can":[117],"achieve":[118],"improved":[119,179],"accuracy":[121],"compared":[122,146],"commercial":[124,150],"softwares":[125],"conventional":[127],"or":[128],"deep":[129],"learning":[130],"methods":[131],"literature.":[133],"Specifically,":[134],"reduced":[138],"average":[140],"error":[141],"38.47%":[143],"11.43%":[145],"clinically":[148],"available":[149],"software":[151],"severe":[153],"deformations":[154],"caused":[155],"by":[156],"large":[165],"deformation":[166],"such":[167],"as":[168],"DME,":[169],"wet":[170],"AMD":[171],"CRVO":[173],"would":[174],"greatly":[175],"benefit":[176],"accuracy,":[180],"which":[181],"impacts":[182],"tens":[183],"millions":[185],"patients.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2026-06-24T13:16:06.693445","created_date":"2025-10-10T00:00:00"}