{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,8]],"date-time":"2026-06-08T20:07:11Z","timestamp":1780949231375,"version":"3.54.1"},"reference-count":71,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"6","license":[{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T00:00:00Z","timestamp":1780272000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100012456","name":"National Science Fund of China","doi-asserted-by":"publisher","award":["U24A20330"],"award-info":[{"award-number":["U24A20330"]}],"id":[{"id":"10.13039\/501100012456","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012456","name":"National Science Fund of China","doi-asserted-by":"publisher","award":["62361166670"],"award-info":[{"award-number":["62361166670"]}],"id":[{"id":"10.13039\/501100012456","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Circuits Syst. Video Technol."],"published-print":{"date-parts":[[2026,6]]},"DOI":"10.1109\/tcsvt.2026.3662772","type":"journal-article","created":{"date-parts":[[2026,2,9]],"date-time":"2026-02-09T21:09:48Z","timestamp":1770671388000},"page":"8537-8548","source":"Crossref","is-referenced-by-count":0,"title":["Physics-Guided Posterior Sampling for Diffusion-Based Real-World Dehazing and Image Enhancement"],"prefix":"10.1109","volume":"36","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-8162-6280","authenticated-orcid":false,"given":"Junkai","family":"Fan","sequence":"first","affiliation":[{"name":"School of Information and Engineering, Nanjing Xiaozhuang University (NJXZC), Nanjing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hao","family":"Zheng","sequence":"additional","affiliation":[{"name":"School of Information and Engineering, Nanjing Xiaozhuang University (NJXZC), Nanjing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kun","family":"Wang","sequence":"additional","affiliation":[{"name":"Singapore University of Technology and Design (SUTD), Tampines, Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3502-438X","authenticated-orcid":false,"given":"Zhiqiang","family":"Yan","sequence":"additional","affiliation":[{"name":"National University of Singapore (NUS), Queenstown, Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0968-8556","authenticated-orcid":false,"given":"Jianjun","family":"Qian","sequence":"additional","affiliation":[{"name":"PCA Laboratory, the Key Laboratory of Intelligent Perception and Systems for High-Dimensional Information of Ministry of Education, and Jiangsu Key Laboratory of Image and Video Understanding for Social Security, School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Heyou","family":"Chang","sequence":"additional","affiliation":[{"name":"School of Information and Engineering, Nanjing Xiaozhuang University (NJXZC), Nanjing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5845-8602","authenticated-orcid":false,"given":"Jun","family":"Li","sequence":"additional","affiliation":[{"name":"PCA Laboratory, the Key Laboratory of Intelligent Perception and Systems for High-Dimensional Information of Ministry of Education, and Jiangsu Key Laboratory of Image and Video Understanding for Social Security, School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4800-832X","authenticated-orcid":false,"given":"Jian","family":"Yang","sequence":"additional","affiliation":[{"name":"PCA Laboratory, the Key Laboratory of Intelligent Perception and Systems for High-Dimensional Information of Ministry of Education, and Jiangsu Key Laboratory of Image and Video Understanding for Social Security, School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v39i3.32291"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.01500"},{"key":"ref3","volume-title":"Optics of the Atmosphere: Scattering by Molecules and Particles","volume":"1","author":"McCartney","year":"1976"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1023\/A:1016328200723"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.02134"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2025.3573040"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02467"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2025.3553106"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.52202\/079017-3104"},{"key":"ref10","article-title":"Diffusion posterior sampling for general noisy inverse problems","volume-title":"arXiv:2209.14687","author":"Chung","year":"2022"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00907"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-73033-7_17"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2010.168"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00173"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2020.3016134"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-021-01431-5"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00574"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2022.3214430"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2024.3387451"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i07.6865"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3394171.3413876"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i07.6701"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-19800-7_8"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2023.3256763"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00239"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00572"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.01176"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2023.3274366"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2025.3596024"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/2651362"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.185"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2023.3256414"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2025.3609735"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00288"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00710"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v39i3.32297"},{"key":"ref37","first-page":"6840","article-title":"Denoising diffusion probabilistic models","volume-title":"Proc. NeurIPS","volume":"33","author":"Ho"},{"key":"ref38","first-page":"23593","article-title":"Denoising diffusion restoration models","volume-title":"Proc. NeurIPS","author":"Kawar"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.01143"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-024-02168-7"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02398"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52734.2025.02150"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2023.3238179"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72784-9_21"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v39i4.32469"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51701.2025.00819"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00958"},{"key":"ref48","first-page":"32194","article-title":"PGDiff: Guiding diffusion models for versatile face restoration via partial guidance","volume-title":"Proc. NeurIPS","author":"Yang"},{"key":"ref49","article-title":"Zero-shot image restoration using denoising diffusion null-space model","author":"Wang","year":"2022","journal-title":"arXiv:2212.00490"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1198\/jasa.2011.tm11181"},{"key":"ref51","first-page":"240","article-title":"Score-based generative modeling through stochastic differential equations","volume-title":"Proc. ICLR","author":"Song"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2003.1211417"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2007.4408899"},{"key":"ref54","article-title":"Single-image depth perception in the wild","volume-title":"Proc. NeurIPS","volume":"29","author":"Chen"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3060873"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00208"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00560"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2024.3416731"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52734.2025.01046"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.01170"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2867951"},{"key":"ref62","first-page":"8026","article-title":"PyTorch: An imperative style, high-performance deep learning library","volume-title":"Proc. NeurIPS","volume":"32","author":"Paszke"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1177\/0278364913491297"},{"key":"ref64","article-title":"DIODE: A dense indoor and outdoor DEpth dataset","author":"Vasiljevic","year":"2019","journal-title":"arXiv:1908.00463"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00069"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3122139"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2015.2456502"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2012.2214050"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2831899"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.52202\/079017-2062"},{"key":"ref71","article-title":"YOLOX: Exceeding YOLO series in 2021","author":"Ge","year":"2021","journal-title":"arXiv:2107.08430"}],"container-title":["IEEE Transactions on Circuits and Systems for Video Technology"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/76\/11552944\/11386961.pdf?arnumber=11386961","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,8]],"date-time":"2026-06-08T19:55:02Z","timestamp":1780948502000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11386961\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6]]},"references-count":71,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.1109\/tcsvt.2026.3662772","relation":{},"ISSN":["1051-8215","1558-2205"],"issn-type":[{"value":"1051-8215","type":"print"},{"value":"1558-2205","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,6]]}}}