{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/retinal-vessel-segmentation-in-fundoscopic","title":"Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks","arxiv_id":"1706.09318","date":"2017-06-28","proceeding":null,"authors":["Jaemin Son","Sang Jun Park","Kyu-Hwan Jung"],"abstract":"Retinal vessel segmentation is an indispensable step for automatic detection\nof retinal diseases with fundoscopic images. Though many approaches have been\nproposed, existing methods tend to miss fine vessels or allow false positives\nat terminal branches. Let alone under-segmentation, over-segmentation is also\nproblematic when quantitative studies need to measure the precise width of\nvessels. In this paper, we present a method that generates the precise map of\nretinal vessels using generative adversarial training. Our methods achieve dice\ncoefficient of 0.829 on DRIVE dataset and 0.834 on STARE dataset which is the\nstate-of-the-art performance on both datasets.","url_abs":"http://arxiv.org/abs/1706.09318v1","url_pdf":"http://arxiv.org/pdf/1706.09318v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"retinal-vessel-segmentation-in-fundoscopic","repo_url":"https://bitbucket.org/woalsdnd/v-gan","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"retinal-vessel-segmentation-in-fundoscopic","repo_url":"https://github.com/ChengBinJin/V-GAN-tensorflow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null}],"tasks":[{"task_slug":"retinal-vessel-segmentation","task_name":"Retinal Vessel Segmentation"},{"task_slug":"segmentation","task_name":"Segmentation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1706.09318","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}