{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,4]],"date-time":"2026-07-04T17:00:11Z","timestamp":1783184411531,"version":"3.54.6"},"reference-count":54,"publisher":"Wiley","issue":"2","license":[{"start":{"date-parts":[[2023,10,17]],"date-time":"2023-10-17T00:00:00Z","timestamp":1697500800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"}],"funder":[{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"publisher","award":["ZR2020MF105"],"award-info":[{"award-number":["ZR2020MF105"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Journal of Biophotonics"],"published-print":{"date-parts":[[2024,2]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:sec><jats:title>Purpose<\/jats:title><jats:p>The optic disc and the macular are two major anatomical structures in the human eye. Optic discs are associated with the optic nerve. Macular mainly involves degeneration and impaired function of the macular region. Reliable optic disc and macular segmentation are necessary for the automated screening of retinal diseases.<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods<\/jats:title><jats:p>A swept\u2010source OCTA system was designed to capture OCTA images of human eyes. To address these segmentation tasks, first, we constructed a new <jats:italic>O<\/jats:italic>ptic <jats:italic>D<\/jats:italic>isc and <jats:italic>M<\/jats:italic>acula in fundus <jats:italic>I<\/jats:italic>mage with optical coherence tomography angiography (OCTA) dataset (<jats:italic>ODMI<\/jats:italic>). Second, we proposed a <jats:italic>C<\/jats:italic>oarse and <jats:italic>F<\/jats:italic>ine <jats:italic>A<\/jats:italic>ttention\u2010Based <jats:italic>Net<\/jats:italic>work (<jats:italic>CFANet<\/jats:italic>).<\/jats:p><\/jats:sec><jats:sec><jats:title>Results<\/jats:title><jats:p>The five metrics of our methods on ODMI are 98.91, 98.47, 89.77, 98.49, and 89.77, respectively.<\/jats:p><\/jats:sec><jats:sec><jats:title>Conclusions<\/jats:title><jats:p>Experimental results show that our CFANet has achieved good performance on segmentation for the optic disc and macula in OCTA.<jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/jbio202300321-gra-0001.png\" xlink:title=\"image\"\/><\/jats:p><\/jats:sec>","DOI":"10.1002\/jbio.202300321","type":"journal-article","created":{"date-parts":[[2023,10,6]],"date-time":"2023-10-06T19:35:07Z","timestamp":1696620907000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Deep\u2010learning segmentation method for optical coherence tomography angiography in ophthalmology"],"prefix":"10.1002","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5472-4763","authenticated-orcid":false,"given":"Fei","family":"Ma","sequence":"first","affiliation":[{"name":"School of Computer Science Qufu Normal University  Shandong China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sien","family":"Li","sequence":"additional","affiliation":[{"name":"School of Computer Science Qufu Normal University  Shandong China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shengbo","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Computer Science Qufu Normal University  Shandong China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yanfei","family":"Guo","sequence":"additional","affiliation":[{"name":"School of Computer Science Qufu Normal University  Shandong China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fei","family":"Wu","sequence":"additional","affiliation":[{"name":"School of Automation Nanjing University of Posts and Telecommunications  Jiangsu China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jing","family":"Meng","sequence":"additional","affiliation":[{"name":"School of Computer Science Qufu Normal University  Shandong China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Cuixia","family":"Dai","sequence":"additional","affiliation":[{"name":"College Science Shanghai Institute of Technology  Shanghai China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2023,10,17]]},"reference":[{"key":"e_1_2_10_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2018.2791488"},{"key":"e_1_2_10_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2017.08.033"},{"key":"e_1_2_10_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2018.12.008"},{"key":"e_1_2_10_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2020.3042802"},{"key":"e_1_2_10_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2019.2899910"},{"key":"e_1_2_10_7_1","first-page":"3523","volume":"44","author":"Shervin M.","year":"2022","journal-title":"IEEE Tran. 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