{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T07:48:36Z","timestamp":1785829716358,"version":"3.56.0"},"reference-count":40,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,12,1]],"date-time":"2026-12-01T00:00:00Z","timestamp":1796083200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,12,1]],"date-time":"2026-12-01T00:00:00Z","timestamp":1796083200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,12,1]],"date-time":"2026-12-01T00:00:00Z","timestamp":1796083200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2026,12,1]],"date-time":"2026-12-01T00:00:00Z","timestamp":1796083200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2026,12,1]],"date-time":"2026-12-01T00:00:00Z","timestamp":1796083200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2026,12,1]],"date-time":"2026-12-01T00:00:00Z","timestamp":1796083200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,12,1]],"date-time":"2026-12-01T00:00:00Z","timestamp":1796083200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","award":["36330603"],"award-info":[{"award-number":["36330603"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62002039"],"award-info":[{"award-number":["62002039"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61672122"],"award-info":[{"award-number":["61672122"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Information Fusion"],"published-print":{"date-parts":[[2026,12]]},"DOI":"10.1016\/j.inffus.2026.104503","type":"journal-article","created":{"date-parts":[[2026,5,28]],"date-time":"2026-05-28T07:08:06Z","timestamp":1779952086000},"page":"104503","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["Physics-guided stokes-consistent fusion of DoLP\u2013AoP representations for polarization image restoration"],"prefix":"10.1016","volume":"136","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-4812-0865","authenticated-orcid":false,"given":"Sihai","family":"Qiao","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5848-6398","authenticated-orcid":false,"given":"Rong","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1923-0669","authenticated-orcid":false,"given":"Hui","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4721-3671","authenticated-orcid":false,"given":"Liying","family":"Hao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.inffus.2026.104503_bib0001","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/j.inffus.2021.07.002","article-title":"High quality 3D reconstruction based on fusion of polarization imaging and binocular stereo vision","volume":"77","author":"Tian","year":"2022","journal-title":"Inf. Fusion"},{"key":"10.1016\/j.inffus.2026.104503_bib0002","doi-asserted-by":"crossref","DOI":"10.1016\/j.inffus.2025.103387","article-title":"Explaining spatio-temporal graph convolutional networks with spatio-temporal constraints perturbation for action recognition","volume":"124","author":"Yu","year":"2025","journal-title":"Inf. Fusion"},{"key":"10.1016\/j.inffus.2026.104503_bib0003","article-title":"Learning bi-Directional fusion and deformation-sensitive loss for RGB-T tiny object detection","volume":"128","author":"Tang","year":"2025","journal-title":"Inf. Fusion"},{"issue":"22","key":"10.1016\/j.inffus.2026.104503_bib0004","doi-asserted-by":"crossref","first-page":"6162","DOI":"10.1364\/OL.409673","article-title":"IPLNet: A neural network for intensity-polarization imaging in low light","volume":"45","author":"Hu","year":"2020","journal-title":"Opt. Lett."},{"key":"10.1016\/j.inffus.2026.104503_bib0005","first-page":"1","article-title":"Polarization maintaining 3-D convolutional neural network for color polarimetric images denoising","volume":"72","author":"Liu","year":"2023","journal-title":"IEEE Trans. Instrum. Meas."},{"key":"10.1016\/j.inffus.2026.104503_bib0006","series-title":"2023 IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","first-page":"9873","article-title":"Polarized color image denoising","author":"Li","year":"2023"},{"key":"10.1016\/j.inffus.2026.104503_bib0007","first-page":"1","article-title":"ColorPolarNet: residual dense network-based chromatic intensity-polarization imaging in low-light environment","volume":"71","author":"Xu","year":"2022","journal-title":"IEEE Trans. Instrum. Meas."},{"key":"10.1016\/j.inffus.2026.104503_bib0008","series-title":"Proceedings of the AAAI Conference on Artificial Intelligence","first-page":"3742","article-title":"Polarization-aware low-light image enhancement","volume":"37","author":"Zhou","year":"2023"},{"key":"10.1016\/j.inffus.2026.104503_bib0009","doi-asserted-by":"crossref","DOI":"10.1016\/j.optlastec.2025.113606","article-title":"PolMT: denoising polarization images for measurement related application in low light environments","volume":"192","author":"Qiao","year":"2025","journal-title":"Opt. Laser Technol."},{"key":"10.1016\/j.inffus.2026.104503_bib0010","doi-asserted-by":"crossref","first-page":"1774","DOI":"10.1109\/TIP.2023.3251023","article-title":"Polarization guided HDR reconstruction via pixel-wise depolarization","volume":"32","author":"Zhou","year":"2023","journal-title":"IEEE Trans. Image Process."},{"key":"10.1016\/j.inffus.2026.104503_bib0011","doi-asserted-by":"crossref","DOI":"10.1016\/j.eswa.2025.127079","article-title":"MSPFusion: A feature transformer for multidimensional spectral-polarization image fusion","volume":"275","author":"Tong","year":"2025","journal-title":"Expert Syst. Appl."},{"key":"10.1016\/j.inffus.2026.104503_bib0012","doi-asserted-by":"crossref","DOI":"10.1016\/j.inffus.2025.103111","article-title":"CPIFuse: Toward realistic color and enhanced textures in color polarization image fusion","volume":"120","author":"Luo","year":"2025","journal-title":"Inf. Fusion"},{"key":"10.1016\/j.inffus.2026.104503_bib0013","doi-asserted-by":"crossref","DOI":"10.1016\/j.inffus.2024.102274","article-title":"DT-F Transformer: dual transpose fusion transformer for polarization image fusion","volume":"106","author":"Liu","year":"2024","journal-title":"Inf. Fusion"},{"issue":"8","key":"10.1016\/j.inffus.2026.104503_bib0014","doi-asserted-by":"crossref","first-page":"2080","DOI":"10.1109\/TIP.2007.901238","article-title":"Image denoising by sparse 3-D transform-domain collaborative filtering","volume":"16","author":"Dabov","year":"2007","journal-title":"IEEE Trans. Image Process."},{"issue":"7","key":"10.1016\/j.inffus.2026.104503_bib0015","doi-asserted-by":"crossref","first-page":"3114","DOI":"10.1109\/TIP.2014.2326771","article-title":"Progressive image denoising","volume":"23","author":"Knaus","year":"2014","journal-title":"IEEE Trans. Image Process."},{"issue":"10","key":"10.1016\/j.inffus.2026.104503_bib0016","doi-asserted-by":"crossref","first-page":"14559","DOI":"10.1109\/TNNLS.2023.3280037","article-title":"Retinex image enhancement based on sequential decomposition with a plug-and-play framework","volume":"35","author":"Wu","year":"2023","journal-title":"IEEE Trans. Neural Netw. Learn. Syst."},{"key":"10.1016\/j.inffus.2026.104503_bib0017","doi-asserted-by":"crossref","first-page":"7773","DOI":"10.1109\/TIP.2025.3634001","article-title":"Multi-Prior fusion transfer plugin for adapting in-Air models to underwater image enhancement and detection","volume":"34","author":"Zhou","year":"2025","journal-title":"IEEE Trans. Image Process."},{"issue":"5","key":"10.1016\/j.inffus.2026.104503_bib0018","doi-asserted-by":"crossref","first-page":"6661","DOI":"10.1109\/TCSVT.2025.3647673","article-title":"Hierarchical sequential context modelling for high-Fidelity image inpainting","volume":"36","author":"Sun","year":"2025","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"10.1016\/j.inffus.2026.104503_bib0019","series-title":"Proceedings of the IEEE\/CVF International Conference on Computer Vision","first-page":"1833","article-title":"Swinir: image restoration using swin transformer","author":"Liang","year":"2021"},{"key":"10.1016\/j.inffus.2026.104503_bib0020","series-title":"Proceedings of the Computer Vision and Pattern Recognition Conference","first-page":"1441","article-title":"Pureformer: transformer-Based image denoising","author":"Gautam","year":"2025"},{"key":"10.1016\/j.inffus.2026.104503_bib0021","doi-asserted-by":"crossref","first-page":"5961","DOI":"10.1109\/TIP.2023.3327590","article-title":"Joint denoising-demosaicking network for long-wave infrared division-of-focal-plane polarization images with mixed noise level estimation","volume":"32","author":"Li","year":"2023","journal-title":"IEEE Trans. Image Process."},{"key":"10.1016\/j.inffus.2026.104503_bib0022","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"2773","article-title":"Residual denoising diffusion models","author":"Liu","year":"2024"},{"key":"10.1016\/j.inffus.2026.104503_bib0023","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"5968","article-title":"Person image synthesis via denoising diffusion model","author":"Bhunia","year":"2023"},{"key":"10.1016\/j.inffus.2026.104503_bib0024","doi-asserted-by":"crossref","first-page":"10001","DOI":"10.1109\/TMM.2024.3405650","article-title":"Manifold-based incomplete multi-view clustering via bi-consistency guidance","volume":"26","author":"Wang","year":"2024","journal-title":"IEEE Trans. Multimed."},{"key":"10.1016\/j.inffus.2026.104503_bib0025","first-page":"1","article-title":"LG-DBNet: Local and global dual-branch network for SAR image denoising","volume":"62","author":"Liu","year":"2024","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"10.1016\/j.inffus.2026.104503_bib0026","series-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","first-page":"25763","article-title":"Neural spline fields for burst image fusion and layer separation","author":"Chugunov","year":"2024"},{"key":"10.1016\/j.inffus.2026.104503_bib0027","article-title":"Tensor completion framework by graph refinement for incomplete multi-view clustering","author":"Wang","year":"2025","journal-title":"IEEE Trans. Multimed."},{"key":"10.1016\/j.inffus.2026.104503_bib0028","doi-asserted-by":"crossref","DOI":"10.1016\/j.knosys.2025.113554","article-title":"Hierarchical progressive network for polarized image fusion based on significant polarization information","volume":"318","author":"Gong","year":"2025","journal-title":"Knowl. Based Syst."},{"issue":"10","key":"10.1016\/j.inffus.2026.104503_bib0029","doi-asserted-by":"crossref","first-page":"13143","DOI":"10.1109\/TNNLS.2023.3278866","article-title":"Hyperspectral image denoising: from model-driven, data-driven, to model-data-driven","volume":"35","author":"Zhang","year":"2023","journal-title":"IEEE Trans. Neural Netw. Learn. Syst."},{"key":"10.1016\/j.inffus.2026.104503_bib0030","doi-asserted-by":"crossref","DOI":"10.1016\/j.optlastec.2025.114428","article-title":"DPSR: Dual-branch network for robust polarization image super-resolution via color\u2013polarization fusion","volume":"195","author":"Qiao","year":"2026","journal-title":"Opt. Laser Technol."},{"key":"10.1016\/j.inffus.2026.104503_bib0031","first-page":"1","article-title":"Learning to deblur polarized images: Chu Zhou et al","author":"Zhou","year":"2025","journal-title":"Int. J. Comput. Vis."},{"key":"10.1016\/j.inffus.2026.104503_bib0032","unstructured":"D.P. Kingma, J. Ba, Adam: A method for stochastic optimization, arXiv preprint arXiv: 1412.6980(2014)."},{"issue":"11","key":"10.1016\/j.inffus.2026.104503_bib0033","article-title":"Pytorch: an imperative style, high-performance deep learning library","volume":"32","author":"Paszke","year":"2019","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"10.1016\/j.inffus.2026.104503_bib0034","doi-asserted-by":"crossref","first-page":"6621","DOI":"10.1109\/TSMC.2024.3429345","article-title":"Heterogeneous window transformer for image denoising","volume":"11","author":"Tian","year":"2024","journal-title":"IEEE Trans. Syst. Man Cybern.: Syst."},{"key":"10.1016\/j.inffus.2026.104503_bib0035","doi-asserted-by":"crossref","first-page":"8059","DOI":"10.1109\/TIP.2025.3637705","article-title":"Stokes simplex modeling for polarization image denoising","volume":"34","author":"Raffoul","year":"2025","journal-title":"IEEE Trans. Image Process."},{"key":"10.1016\/j.inffus.2026.104503_bib0036","article-title":"DPTA-Fusion: Dual-branch polarization taylor awareness fusion network for color polarization image fusion","author":"Gao","year":"2025","journal-title":"Expert Syst. Appl."},{"key":"10.1016\/j.inffus.2026.104503_bib0037","series-title":"Proceedings of the AAAI Conference on Artificial Intelligence","first-page":"6028","article-title":"Polarization uncertainty-guided diffusion model for color polarization image demosaicking","volume":"40","author":"Li","year":"2026"},{"key":"10.1016\/j.inffus.2026.104503_bib0038","series-title":"2010 20th International Conference on Pattern Recognition","first-page":"2366","article-title":"Image quality metrics: PSNR vs. SSIM","author":"Hore","year":"2010"},{"key":"10.1016\/j.inffus.2026.104503_bib0039","first-page":"1","article-title":"Let you see in haze and sandstorm: two-in-one low-visibility enhancement network","volume":"72","author":"Gao","year":"2023","journal-title":"IEEE Trans. Instrum. Meas."},{"key":"10.1016\/j.inffus.2026.104503_bib0040","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1016\/j.neucom.2021.08.048","article-title":"VP-NIQE: An opinion-unaware visual perception natural image quality evaluator","volume":"463","author":"Wu","year":"2021","journal-title":"Neurocomputing"}],"container-title":["Information Fusion"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1566253526003829?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1566253526003829?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T07:24:04Z","timestamp":1785828244000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1566253526003829"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,12]]},"references-count":40,"alternative-id":["S1566253526003829"],"URL":"https:\/\/doi.org\/10.1016\/j.inffus.2026.104503","relation":{},"ISSN":["1566-2535"],"issn-type":[{"value":"1566-2535","type":"print"}],"subject":[],"published":{"date-parts":[[2026,12]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Physics-guided stokes-consistent fusion of DoLP\u2013AoP representations for polarization image restoration","name":"articletitle","label":"Article Title"},{"value":"Information Fusion","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.inffus.2026.104503","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 Published by Elsevier B.V.","name":"copyright","label":"Copyright"}],"article-number":"104503"}}