{"id":"https://openalex.org/W4392151715","doi":"https://doi.org/10.1109/access.2024.3369913","title":"Performance Evaluation of Retinal OCT Fluid Segmentation, Detection, and Generalization Over Variations of Data Sources","display_name":"Performance Evaluation of Retinal OCT Fluid Segmentation, Detection, and Generalization Over Variations of Data Sources","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4392151715","doi":"https://doi.org/10.1109/access.2024.3369913"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3369913","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3369913","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10445176.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/ielx7/6287639/6514899/10445176.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052901471","display_name":"Nchongmaje Ndipenoch","orcid":"https://orcid.org/0009-0007-8008-6017"},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nchongmaje Ndipenoch","raw_affiliation_strings":["Department of Computer Science, Brunel University London, Uxbridge, U.K","Department of Computer Science, Brunel University London, Uxbridge, United Kingdom"],"raw_orcid":"https://orcid.org/0009-0007-8008-6017","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Brunel University London, Uxbridge, U.K","institution_ids":["https://openalex.org/I59433898"]},{"raw_affiliation_string":"Department of Computer Science, Brunel University London, Uxbridge, United Kingdom","institution_ids":["https://openalex.org/I59433898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073772227","display_name":"Alina Miron","orcid":"https://orcid.org/0000-0002-0068-4495"},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alina Miron","raw_affiliation_strings":["Department of Computer Science, Brunel University London, Uxbridge, U.K","Department of Computer Science, Brunel University London, Uxbridge, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-0068-4495","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Brunel University London, Uxbridge, U.K","institution_ids":["https://openalex.org/I59433898"]},{"raw_affiliation_string":"Department of Computer Science, Brunel University London, Uxbridge, United Kingdom","institution_ids":["https://openalex.org/I59433898"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005447276","display_name":"Yongmin Li","orcid":"https://orcid.org/0000-0003-1668-2440"},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yongmin Li","raw_affiliation_strings":["Department of Computer Science, Brunel University London, Uxbridge, U.K","Department of Computer Science, Brunel University London, Uxbridge, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0003-1668-2440","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Brunel University London, Uxbridge, U.K","institution_ids":["https://openalex.org/I59433898"]},{"raw_affiliation_string":"Department of Computer Science, Brunel University London, Uxbridge, United Kingdom","institution_ids":["https://openalex.org/I59433898"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I59433898"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.2772,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.94282524,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"12","issue":null,"first_page":"31719","last_page":"31735"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9998000264167786,"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":0.9998000264167786,"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/T11569","display_name":"Optical Coherence Tomography Applications","score":0.9722999930381775,"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"}},{"id":"https://openalex.org/T10170","display_name":"Retinal Diseases and Treatments","score":0.9391999840736389,"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/generalization","display_name":"Generalization","score":0.7137163877487183},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6569575071334839},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6478527784347534},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5540677905082703},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.539726972579956},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5309811234474182},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3896608352661133},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37704238295555115},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.19633668661117554},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13821282982826233},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.08121278882026672}],"concepts":[{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.7137163877487183},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6569575071334839},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6478527784347534},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5540677905082703},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.539726972579956},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5309811234474182},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3896608352661133},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37704238295555115},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.19633668661117554},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13821282982826233},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08121278882026672},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2024.3369913","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3369913","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10445176.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:bura.brunel.ac.uk:2438/28382","is_oa":true,"landing_page_url":"https://bura.brunel.ac.uk/handle/2438/28382","pdf_url":"http://bura.brunel.ac.uk/bitstream/2438/28382/4/FullText.pdf","source":{"id":"https://openalex.org/S4306401473","display_name":"Brunel University Research Archive (BURA) (Brunel University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I59433898","host_organization_name":"Brunel University of London","host_organization_lineage":["https://openalex.org/I59433898"],"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":null,"raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:dcdbe68e16394f3e8896e33a27c166bd","is_oa":true,"landing_page_url":"https://doaj.org/article/dcdbe68e16394f3e8896e33a27c166bd","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 12, Pp 31719-31735 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3369913","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3369913","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10445176.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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392151715.pdf","grobid_xml":"https://content.openalex.org/works/W4392151715.grobid-xml"},"referenced_works_count":84,"referenced_works":["https://openalex.org/W28412257","https://openalex.org/W136187648","https://openalex.org/W1494799991","https://openalex.org/W1641498739","https://openalex.org/W1686810756","https://openalex.org/W1901129140","https://openalex.org/W1909740415","https://openalex.org/W1990750573","https://openalex.org/W2013754472","https://openalex.org/W2026516529","https://openalex.org/W2074598933","https://openalex.org/W2097117768","https://openalex.org/W2128371878","https://openalex.org/W2128848886","https://openalex.org/W2133564696","https://openalex.org/W2153351686","https://openalex.org/W2194775991","https://openalex.org/W2295043053","https://openalex.org/W2302255633","https://openalex.org/W2412782625","https://openalex.org/W2464708700","https://openalex.org/W2531409750","https://openalex.org/W2563705555","https://openalex.org/W2602955674","https://openalex.org/W2606534623","https://openalex.org/W2608854843","https://openalex.org/W2765515037","https://openalex.org/W2787091153","https://openalex.org/W2788633781","https://openalex.org/W2806398633","https://openalex.org/W2886281300","https://openalex.org/W2907097116","https://openalex.org/W2919070891","https://openalex.org/W2921454230","https://openalex.org/W2963881378","https://openalex.org/W2973920946","https://openalex.org/W2974844314","https://openalex.org/W2980738434","https://openalex.org/W2989605866","https://openalex.org/W2996651271","https://openalex.org/W3006287130","https://openalex.org/W3014974815","https://openalex.org/W3026693286","https://openalex.org/W3081898614","https://openalex.org/W3084852986","https://openalex.org/W3088984052","https://openalex.org/W3112701542","https://openalex.org/W3113225488","https://openalex.org/W3119134037","https://openalex.org/W3120148158","https://openalex.org/W3155153710","https://openalex.org/W3160082876","https://openalex.org/W3168867926","https://openalex.org/W3189659869","https://openalex.org/W3197431875","https://openalex.org/W3198035652","https://openalex.org/W3204596929","https://openalex.org/W3207206329","https://openalex.org/W4205087751","https://openalex.org/W4220959735","https://openalex.org/W4284973298","https://openalex.org/W4291014861","https://openalex.org/W4293812414","https://openalex.org/W4295939964","https://openalex.org/W4312095882","https://openalex.org/W4323241297","https://openalex.org/W4367365477","https://openalex.org/W4382195656","https://openalex.org/W4386043508","https://openalex.org/W4386071539","https://openalex.org/W4387223558","https://openalex.org/W4387272159","https://openalex.org/W4388033280","https://openalex.org/W4390874575","https://openalex.org/W4401819803","https://openalex.org/W6637373629","https://openalex.org/W6679434410","https://openalex.org/W6745475985","https://openalex.org/W6748666111","https://openalex.org/W6786725005","https://openalex.org/W6796581206","https://openalex.org/W6801350836","https://openalex.org/W6852445233","https://openalex.org/W6856372175"],"related_works":["https://openalex.org/W3162204513","https://openalex.org/W2371138613","https://openalex.org/W2048963458","https://openalex.org/W43109613","https://openalex.org/W2359952343","https://openalex.org/W2239445980","https://openalex.org/W2080152487","https://openalex.org/W3083152911","https://openalex.org/W3022347918","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Retinal":[0],"Optical":[1],"Coherence":[2],"Tomography":[3],"(OCT)":[4],"is":[5,23,44,96],"a":[6,120,149,256],"non-invasive":[7],"cross-sectional":[8],"scan":[9],"of":[10,18,33,37,53,74,103,123,138,140,151,165,221,267,269],"the":[11,19,27,31,48,72,89,101,136,152,163,166,191,228,243,261,264],"eye":[12,55],"that":[13,217],"provides":[14],"qualitative":[15],"3D":[16],"visualization":[17],"retinal":[20,28,38,211,229],"anatomy.":[21],"It":[22],"used":[24],"to":[25,130,134,156],"study":[26],"structure":[29],"and":[30,43,51,64,172,177,224,246,252],"presence":[32],"pathogens.":[34],"The":[35,186],"advent":[36],"OCT":[39,75,131,144],"has":[40],"transformed":[41],"ophthalmology":[42],"currently":[45],"paramount":[46],"for":[47,218,273],"diagnosis,":[49],"monitoring,":[50],"treatment":[52],"many":[54],"diseases,":[56],"including":[57,160],"macular":[58],"edema,":[59],"which":[60,66,195],"impairs":[61],"vision":[62],"severely,":[63],"glaucoma,":[65],"can":[67,77,105],"cause":[68],"irreversible":[69],"blindness.":[70],"However,":[71],"quality":[73],"images":[76,109],"vary":[78],"among":[79],"device":[80,113,145,200],"manufacturers.":[81],"Deep":[82],"learning":[83,126],"methods":[84,128,155],"have":[85,239],"been":[86],"successful":[87],"in":[88],"medical":[90,204],"image":[91],"segmentation":[92,127],"community,":[93],"but":[94],"it":[95],"not":[97],"yet":[98],"clear":[99],"if":[100],"level":[102],"success":[104],"be":[106],"generalized":[107],"across":[108,202],"collected":[110],"from":[111,143,198,206,209,227],"different":[112],"vendors.":[114],"In":[115],"this":[116,158],"study,":[117],"we":[118,147],"provide":[119],"comprehensive":[121],"review":[122],"current":[124],"deep":[125],"applied":[129],"images.":[132],"Furthermore,":[133],"investigate":[135],"problem":[137],"variant":[139,174,179],"data":[141],"sources":[142],"vendors,":[146],"analyse":[148],"selection":[150],"most":[153],"representative":[154],"address":[157],"problem,":[159],"those":[161],"on":[162,190],"top":[164],"RETOUCH":[167,192],"competition":[168],"such":[169,236,249],"as":[170,237,250],"nnUNet":[171,251],"its":[173,178],"nnUNet_RASPP,":[175],"SAM":[176],"SAMedOCT,":[180],"IAUNet_SPP_CL,":[181],"alongside":[182],"other":[183],"state-of-the-art":[184],"algorithms.":[185],"algorithms":[187],"were":[188],"validated":[189],"challenge":[193],"dataset,":[194],"was":[196],"acquired":[197],"three":[199,203],"vendors":[201],"centers":[205],"patients":[207],"suffering":[208],"two":[210],"disease":[212],"types.":[213],"Experimental":[214],"results":[215],"show":[216],"several":[219],"tasks":[220],"segmentation,":[222],"detection":[223],"generalisation":[225],"performance":[226,266],"images,":[230],"while":[231],"fine-tuned":[232],"large":[233],"foundation":[234],"models":[235,248],"SAMedOCT":[238],"demonstrated":[240],"promising":[241],"performance,":[242],"specifically":[244],"designed":[245],"trained":[247],"nnUNet_RASPP":[253,262],"still":[254],"offer":[255],"slight":[257],"advantage":[258],"overall.":[259],"Also,":[260],"obtained":[263],"best":[265],"82.3%":[268],"mean":[270],"Dice":[271],"score":[272],"fluid":[274],"segmentation.":[275]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2024-02-27T00:00:00"}