{"id":"https://openalex.org/W4381884200","doi":"https://doi.org/10.1186/s40537-023-00757-w","title":"Automated segmentation of choroidal neovascularization on optical coherence tomography angiography images of neovascular age-related macular degeneration patients based on deep learning","display_name":"Automated segmentation of choroidal neovascularization on optical coherence tomography angiography images of neovascular age-related macular degeneration patients based on deep learning","publication_year":2023,"publication_date":"2023-06-23","ids":{"openalex":"https://openalex.org/W4381884200","doi":"https://doi.org/10.1186/s40537-023-00757-w"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-023-00757-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-023-00757-w","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00757-w","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00757-w","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100721881","display_name":"Wei Feng","orcid":"https://orcid.org/0000-0003-3809-1086"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wei Feng","raw_affiliation_strings":["Beijing Airdoc Technology Co., Ltd., Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Airdoc Technology Co., Ltd., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007499754","display_name":"Mei-Han Duan","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I4210146711","display_name":"Sun Yat-sen University Cancer Center","ror":"https://ror.org/0400g8r85","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210146711"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meihan Duan","raw_affiliation_strings":["Department of Radiology, Sun Yat-Sen University Cancer Center, Guangzhou, China","Institute for Precision Medicine, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Sun Yat-Sen University Cancer Center, Guangzhou, China","institution_ids":["https://openalex.org/I157773358","https://openalex.org/I4210146711"]},{"raw_affiliation_string":"Institute for Precision Medicine, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100643435","display_name":"Bingjie Wang","orcid":"https://orcid.org/0000-0001-5056-7476"},"institutions":[{"id":"https://openalex.org/I4210153550","display_name":"Beijing Tsinghua Chang Gung Hospital","ror":"https://ror.org/050nfgr37","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210153550"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingjie Wang","raw_affiliation_strings":["Beijing Airdoc Technology Co., Ltd., Beijing, China","Eye Center, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Airdoc Technology Co., Ltd., Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Eye Center, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I4210153550","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102025730","display_name":"Yu Du","orcid":"https://orcid.org/0000-0002-2239-4659"},"institutions":[{"id":"https://openalex.org/I4210153550","display_name":"Beijing Tsinghua Chang Gung Hospital","ror":"https://ror.org/050nfgr37","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210153550"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Du","raw_affiliation_strings":["Eye Center, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eye Center, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I4210153550","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028772518","display_name":"Yiran Zhao","orcid":"https://orcid.org/0000-0001-7047-4146"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yiran Zhao","raw_affiliation_strings":["Beijing Airdoc Technology Co., Ltd., Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Airdoc Technology Co., Ltd., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100372364","display_name":"Bin Wang","orcid":"https://orcid.org/0000-0002-4869-1352"},"institutions":[{"id":"https://openalex.org/I4210153550","display_name":"Beijing Tsinghua Chang Gung Hospital","ror":"https://ror.org/050nfgr37","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210153550"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Wang","raw_affiliation_strings":["Beijing Airdoc Technology Co., Ltd., Beijing, China","Eye Center, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Airdoc Technology Co., Ltd., Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Eye Center, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I4210153550","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100351935","display_name":"Lin Zhao","orcid":"https://orcid.org/0000-0003-2567-627X"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210141942","display_name":"Peking University Third Hospital","ror":"https://ror.org/04wwqze12","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210141942"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Zhao","raw_affiliation_strings":["Department of Ophthalmology, Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Ophthalmology, Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China","institution_ids":["https://openalex.org/I20231570","https://openalex.org/I4210141942"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005014252","display_name":"Zongyuan Ge","orcid":"https://orcid.org/0000-0002-5880-8673"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zongyuan Ge","raw_affiliation_strings":["Faculty of Engineering, Monash University, Melbourne, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Monash University, Melbourne, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078942219","display_name":"Yuntao Hu","orcid":"https://orcid.org/0000-0002-2409-9821"},"institutions":[{"id":"https://openalex.org/I4210153550","display_name":"Beijing Tsinghua Chang Gung Hospital","ror":"https://ror.org/050nfgr37","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210153550"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuntao Hu","raw_affiliation_strings":["Eye Center, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China","Institute for Precision Medicine, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eye Center, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I4210153550","https://openalex.org/I99065089"]},{"raw_affiliation_string":"Institute for Precision Medicine, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5078942219"],"corresponding_institution_ids":["https://openalex.org/I4210153550","https://openalex.org/I99065089"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":3.1245,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.91855085,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"10","issue":"1","first_page":null,"last_page":null},"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":0.9995999932289124,"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":0.998199999332428,"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/macular-degeneration","display_name":"Macular degeneration","score":0.9220005869865417},{"id":"https://openalex.org/keywords/choroidal-neovascularization","display_name":"Choroidal neovascularization","score":0.7670602798461914},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7502517700195312},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6704447865486145},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6195254325866699},{"id":"https://openalex.org/keywords/optical-coherence-tomography","display_name":"Optical coherence tomography","score":0.5026049613952637},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48431721329689026},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.46666473150253296},{"id":"https://openalex.org/keywords/pooling","display_name":"Pooling","score":0.4253205955028534},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.3340340256690979},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2943294644355774}],"concepts":[{"id":"https://openalex.org/C2776403814","wikidata":"https://www.wikidata.org/wiki/Q27429789","display_name":"Macular degeneration","level":2,"score":0.9220005869865417},{"id":"https://openalex.org/C2781359195","wikidata":"https://www.wikidata.org/wiki/Q5105209","display_name":"Choroidal neovascularization","level":3,"score":0.7670602798461914},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7502517700195312},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6704447865486145},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6195254325866699},{"id":"https://openalex.org/C2778818243","wikidata":"https://www.wikidata.org/wiki/Q899552","display_name":"Optical coherence tomography","level":2,"score":0.5026049613952637},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48431721329689026},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.46666473150253296},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.4253205955028534},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.3340340256690979},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2943294644355774},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s40537-023-00757-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-023-00757-w","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00757-w","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:monash.edu:publications/f12ab0ca-42d8-46a5-b276-b49e0b09bf5b","is_oa":true,"landing_page_url":"https://research.monash.edu/en/publications/f12ab0ca-42d8-46a5-b276-b49e0b09bf5b","pdf_url":"https://researchmgt.monash.edu/ws/files/555736902/519984336.pdf","source":{"id":"https://openalex.org/S4306402625","display_name":"Monash University Research Portal (Monash University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I56590836","host_organization_name":"Monash University","host_organization_lineage":["https://openalex.org/I56590836"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Feng, W, Duan, M, Wang, B, Du, Y, Zhao, Y, Wang, B, Zhao, L, Ge, Z & Hu, Y 2023, 'Automated segmentation of choroidal neovascularization on optical coherence tomography angiography images of neovascular age-related macular degeneration patients based on deep learning', Journal of Big Data, vol. 10, no. 1, 111. https://doi.org/10.1186/s40537-023-00757-w","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:doaj.org/article:cadb6aa531284bccb58f3b18a379a80b","is_oa":true,"landing_page_url":"https://doaj.org/article/cadb6aa531284bccb58f3b18a379a80b","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":"Journal of Big Data, Vol 10, Iss 1, Pp 1-11 (2023)","raw_type":"article"},{"id":"pmh:oai:monash.edu:publications/f12ab0ca-42d8-46a5-b276-b49e0b09bf5b","is_oa":true,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85163043888&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4306402625","display_name":"Monash University Research Portal (Monash University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I56590836","host_organization_name":"Monash University","host_organization_lineage":["https://openalex.org/I56590836"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Feng , W , Duan , M , Wang , B , Du , Y , Zhao , Y , Wang , B , Zhao , L , Ge , Z & Hu , Y 2023 , ' Automated segmentation of choroidal neovascularization on optical coherence tomography angiography images of neovascular age-related macular degeneration patients based on deep learning ' , Journal of Big Data , vol. 10 , no. 1 , 111 . https://doi.org/10.1186/s40537-023-00757-w","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-023-00757-w","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-023-00757-w","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-023-00757-w","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322392","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4381884200.pdf"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1904413589","https://openalex.org/W1972642682","https://openalex.org/W1997508706","https://openalex.org/W2015344488","https://openalex.org/W2017136158","https://openalex.org/W2032756844","https://openalex.org/W2034972166","https://openalex.org/W2079484991","https://openalex.org/W2125355416","https://openalex.org/W2160226180","https://openalex.org/W2557738935","https://openalex.org/W2560023338","https://openalex.org/W2758333670","https://openalex.org/W2772059204","https://openalex.org/W2772246530","https://openalex.org/W2796809202","https://openalex.org/W2884387603","https://openalex.org/W2891146096","https://openalex.org/W2901158775","https://openalex.org/W2909240409","https://openalex.org/W2917776569","https://openalex.org/W2942760134","https://openalex.org/W2953273677","https://openalex.org/W2968980814","https://openalex.org/W2988969159","https://openalex.org/W2997598994","https://openalex.org/W2998336102","https://openalex.org/W3002388361","https://openalex.org/W3012096120","https://openalex.org/W3016719260","https://openalex.org/W3080237389","https://openalex.org/W3089097858","https://openalex.org/W3138785910","https://openalex.org/W3185043567","https://openalex.org/W4205723032","https://openalex.org/W4220926288","https://openalex.org/W4226266016","https://openalex.org/W4281747382"],"related_works":["https://openalex.org/W3027684582","https://openalex.org/W2993662524","https://openalex.org/W3149813528","https://openalex.org/W2076711558","https://openalex.org/W2616362931","https://openalex.org/W2991715136","https://openalex.org/W2991939470","https://openalex.org/W4251170123","https://openalex.org/W4224234008","https://openalex.org/W2278521924"],"abstract_inverted_index":{"Abstract":[0],"Optical":[1],"coherence":[2],"tomography":[3],"angiography":[4],"(OCTA)":[5],"has":[6,153,180],"been":[7],"a":[8,25,55,99,139],"frequently":[9],"used":[10],"diagnostic":[11],"method":[12,43],"in":[13,183],"neovascular":[14],"age-related":[15],"macular":[16],"degeneration":[17],"(nAMD)":[18],"because":[19],"it":[20],"is":[21,44],"non-invasive":[22],"and":[23,48,86,163,170],"provides":[24],"comprehensive":[26],"view":[27],"of":[28,95,124,133,156,165,190,193],"the":[29,71,92,111,130,134,149,178,188],"characteristic":[30],"lesion,":[31],"choroidal":[32],"neovascularization":[33],"(CNV).":[34],"In":[35,89,176],"order":[36],"to":[37,46,109,113,120],"study":[38],"its":[39],"characteristics,":[40],"an":[41,154],"automated":[42],"needed":[45],"identify":[47],"quantify":[49],"CNV.":[50],"Here,":[51],"we":[52,69,97],"have":[53],"developed":[54,98],"deep":[56],"learning":[57],"model":[58,112,152,179],"that":[59,148],"can":[60],"automatically":[61],"segment":[62,122],"CNV":[63,150,185],"regions":[64,186],"from":[65,187],"OCTA":[66,141,145,191],"images.":[67],"Specifically,":[68],"use":[70],"ResNeSt":[72],"block":[73],"as":[74],"our":[75],"basic":[76],"backbone,":[77],"which":[78,104],"learns":[79],"better":[80,121],"feature":[81],"representations":[82],"through":[83],"group":[84],"convolution":[85],"split-attention":[87],"mechanisms.":[88],"addition,":[90],"considering":[91],"varying":[93],"sizes":[94],"CNVs,":[96],"spatial":[100],"pyramid":[101],"pooling":[102],"module,":[103],"uses":[105],"different":[106,118,125],"receptive":[107],"fields":[108],"enable":[110],"extract":[114],"contextual":[115],"information":[116],"at":[117],"scales":[119],"CNVs":[123],"sizes,":[126],"thus":[127],"further":[128],"improving":[129],"segmentation":[131,151],"performance":[132,182],"model.":[135],"Experimental":[136],"results":[137],"on":[138],"clinical":[140],"dataset":[142],"containing":[143],"116":[144],"images":[146,192],"show":[147],"AUC":[155],"0.9476":[157],"(95%":[158,167,172],"CI":[159,168,173],"0.9473\u20130.9479),":[160],"with":[161],"specificity":[162],"sensitivity":[164],"0.9950":[166],"0.9945\u20130.9955)":[169],"0.7271":[171],"0.7265\u20130.7277),":[174],"respectively.":[175],"summary,":[177],"satisfactory":[181],"extracting":[184],"background":[189],"nAMD":[194],"patients.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}