{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,16]],"date-time":"2026-06-16T05:28:52Z","timestamp":1781587732560,"version":"3.54.5"},"reference-count":55,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"12","license":[{"start":{"date-parts":[[2024,12,1]],"date-time":"2024-12-01T00:00:00Z","timestamp":1733011200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2024,12,1]],"date-time":"2024-12-01T00:00:00Z","timestamp":1733011200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,12,1]],"date-time":"2024-12-01T00:00:00Z","timestamp":1733011200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea","doi-asserted-by":"publisher","award":["RS-2024-00336454"],"award-info":[{"award-number":["RS-2024-00336454"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea","doi-asserted-by":"publisher","award":["RS-2023-00262527"],"award-info":[{"award-number":["RS-2023-00262527"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100019266","name":"Korea Medical Device Development Fund","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100019266","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100014188","name":"Ministry of Science and ICT, South Korea","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100014188","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003052","name":"Ministry of Trade, Industry and Energy","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100003052","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Ministry of Health &amp; Welfare"},{"DOI":"10.13039\/501100003569","name":"Ministry of Food and Drug Safety","doi-asserted-by":"publisher","award":["1711137899"],"award-info":[{"award-number":["1711137899"]}],"id":[{"id":"10.13039\/501100003569","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003569","name":"Ministry of Food and Drug Safety","doi-asserted-by":"publisher","award":["KMDF_PR_20200901_0015"],"award-info":[{"award-number":["KMDF_PR_20200901_0015"]}],"id":[{"id":"10.13039\/501100003569","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100014188","name":"Ministry of Science and ICT, South Korea","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100014188","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Information Technology Research Center","award":["IITP-2024-2020-0-01461"],"award-info":[{"award-number":["IITP-2024-2020-0-01461"]}]},{"name":"Institute for Information &amp; communications Technology Planning &amp; Evaluation"},{"name":"Institute of Information &amp; communications Technology Planning &amp; Evaluation","award":["RS-2021-II212068"],"award-info":[{"award-number":["RS-2021-II212068"]}]},{"name":"Artificial Intelligence Innovation Hub"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Biomed. Health Inform."],"published-print":{"date-parts":[[2024,12]]},"DOI":"10.1109\/jbhi.2024.3446866","type":"journal-article","created":{"date-parts":[[2024,8,21]],"date-time":"2024-08-21T23:35:56Z","timestamp":1724283356000},"page":"7275-7286","source":"Crossref","is-referenced-by-count":10,"title":["Fundus Image Enhancement Through Direct Diffusion Bridges"],"prefix":"10.1109","volume":"28","author":[{"given":"Sehui","family":"Kim","sequence":"first","affiliation":[{"name":"Kim Jae Chul Graduate School of AI, KAIST, Daejeon, South Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3202-0893","authenticated-orcid":false,"given":"Hyungjin","family":"Chung","sequence":"additional","affiliation":[{"name":"Bio &amp; Brain Engineering, KAIST, Daejeon, South Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Se Hie","family":"Park","sequence":"additional","affiliation":[{"name":"Department of Opthalmology, Kangnam Sacred Heart Hospital, Hallym University School of Medicine, Seoul, South Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Eui-Sang","family":"Chung","sequence":"additional","affiliation":[{"name":"SNU Seoul Eye Clinic, Seoul, South Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6512-5782","authenticated-orcid":false,"given":"Kayoung","family":"Yi","sequence":"additional","affiliation":[{"name":"Department of Opthalmology, Kangnam Sacred Heart Hospital, Hallym University School of Medicine, Seoul, South Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9763-9609","authenticated-orcid":false,"given":"Jong Chul","family":"Ye","sequence":"additional","affiliation":[{"name":"Kim Jae Chul Graduate School of AI, KAIST, Daejeon, South Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ophtha.2015.07.034"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.preteyeres.2012.11.002"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2005.843738"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.ophtha.2007.03.008"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1136\/bjo.2004.051334"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/S0039-6257(01)00234-X"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/42.41493"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1023\/A:1016328200723"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/1360612.1360671"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/ICTSS.2013.6588092"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ICCAS.2014.6987868"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2017.2700627"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2020.3043495"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-59722-1_61"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2022.105879"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2020.2999077"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2010.168"},{"key":"ref18","first-page":"9446","article-title":"Deep image prior","volume-title":"Proc. IEEE Conf. Comput. Vis. Pattern Recognit.","author":"Ulyanov","year":"2018"},{"key":"ref19","first-page":"2256","article-title":"Deep unsupervised learning using nonequilibrium thermodynamics","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Sohl-Dickstein","year":"2015"},{"key":"ref20","first-page":"6840","article-title":"Denoising diffusion probabilistic models","volume-title":"Proc. Adv. Neural Inf. Process. Syst","volume":"33","author":"Ho","year":"2020"},{"key":"ref21","article-title":"Score-based generative modeling through stochastic differential equations","volume-title":"Proc. 9th Int. Conf. Learn. Representations","author":"Song","year":"2021"},{"key":"ref22","first-page":"26565","article-title":"Elucidating the design space of diffusion-based generative models","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Karras","year":"2022"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1198\/jasa.2011.tm11181"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1162\/NECO_a_00142"},{"key":"ref25","first-page":"13242","article-title":"Stochastic solutions for linear inverse problems using the prior implicit in a denoiser","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"34","author":"Kadkhodaie","year":"2021"},{"key":"ref26","first-page":"23593","article-title":"Denoising diffusion restoration models","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"35","author":"Kawar","year":"2022"},{"key":"ref27","article-title":"Diffusion posterior sampling for general noisy inverse problems","volume-title":"Int. Conf. Learn. Representations","author":"Chung","year":"2023"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00587"},{"key":"ref29","first-page":"25501","article-title":"GibbsDDRM: A partially collapsed gibbs sampler for solving blind inverse problems with denoising diffusion restoration","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Murata","year":"2023"},{"key":"ref30","first-page":"25501","article-title":"Direct diffusion bridge using data consistency for inverse problems","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Chung","year":"2023"},{"key":"ref31","first-page":"2023","article-title":"Inversion by direct iteration: An alternative to denoising diffusion for image restoration","author":"Delbracio","journal-title":"Trans. Mach. Learn. Res."},{"key":"ref32","article-title":"I $^{2}$ SB: Image-to-image schrdinger bridge","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Liu","year":"2023"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-32239-7_6"},{"key":"ref34","article-title":"Flow straight and fast: Learning to generate and transfer data with rectified flow","volume-title":"Proc. 11th Int. Conf. Learn. Representations","author":"Liu","year":"2023"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00652"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.244"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-16434-7_49"},{"key":"ref38","article-title":"Learning enhancement from degradation: A diffusion model for fundus image enhancement","author":"Cheng","year":"2023"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/WACV45572.2020.9093621"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-16434-7_47"},{"key":"ref41","first-page":"8780","article-title":"Diffusion models beat GANs on image synthesis","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"34","author":"Dhariwal","year":"2021"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.sigpro.2013.04.025"},{"key":"ref43","article-title":"Pseudo numerical methods for diffusion models on manifolds","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Liu","year":"2022"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.4324\/9781410605337-29"},{"key":"ref45","article-title":"Digital retinal images for vessel extraction (drive)","year":"2019"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1167\/iovs.08-3018"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/42.845178"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2018.01.001"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2012.213"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2018.2838550"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-87237-3_9"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2021.3101937"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/TETCI.2023.3301337"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2022.3147854"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01209"}],"container-title":["IEEE Journal of Biomedical and Health Informatics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6221020\/10779505\/10643279.pdf?arnumber=10643279","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,13]],"date-time":"2025-01-13T20:02:16Z","timestamp":1736798536000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10643279\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12]]},"references-count":55,"journal-issue":{"issue":"12"},"URL":"https:\/\/doi.org\/10.1109\/jbhi.2024.3446866","relation":{},"ISSN":["2168-2194","2168-2208"],"issn-type":[{"value":"2168-2194","type":"print"},{"value":"2168-2208","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,12]]}}}