{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,27]],"date-time":"2026-10-27T03:28:21Z","timestamp":1793071701865,"version":"4.5.0"},"reference-count":98,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62501189"],"award-info":[{"award-number":["62501189"]}],"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":["U23B2009"],"award-info":[{"award-number":["U23B2009"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Natural Science Foundation of Heilongjiang Province of China for Excellent Youth Project","award":["YQ2024F006"],"award-info":[{"award-number":["YQ2024F006"]}]},{"name":"Open Research Fund from Guangdong Laboratory of Artificial Intelligence and Digital Economy","award":["GML-KF-24-09"],"award-info":[{"award-number":["GML-KF-24-09"]}]},{"name":"Hubei Provincial Key Research and Development Program","award":["2024BAB039"],"award-info":[{"award-number":["2024BAB039"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Multimedia"],"published-print":{"date-parts":[[2026]]},"DOI":"10.1109\/tmm.2026.3651113","type":"journal-article","created":{"date-parts":[[2026,1,19]],"date-time":"2026-01-19T20:55:34Z","timestamp":1768856134000},"page":"3339-3352","source":"Crossref","is-referenced-by-count":7,"title":["VDMamba: Vector Decomposition in Vision Mamba for Image Deraining and Beyond"],"prefix":"10.1109","volume":"28","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4055-7503","authenticated-orcid":false,"given":"Kui","family":"Jiang","sequence":"first","affiliation":[{"name":"Harbin Institute of Technology Zhengzhou Research Institute, Zhengzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5694-505X","authenticated-orcid":false,"given":"Junjun","family":"Jiang","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3583-959X","authenticated-orcid":false,"given":"Shiqi","family":"Wang","sequence":"additional","affiliation":[{"name":"Department of Computer Science, City University of Hong Kong, Hong Kong"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5481-653X","authenticated-orcid":false,"given":"Wenqi","family":"Ren","sequence":"additional","affiliation":[{"name":"School of Cyber Science and Technology, Sun Yat-Sen University, Guangdong, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9097-2318","authenticated-orcid":false,"given":"Chia-Wen","family":"Lin","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering and the Institute of Communications Engineering, National Tsing Hua University, Hsinchu, Taiwan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4525-1204","authenticated-orcid":false,"given":"Zhengguo","family":"Li","sequence":"additional","affiliation":[{"name":"VI Department, Institute for Infocomm Research, Agency for Science, Technology and Research (A*STAR), Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2024.3359480"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2020.3013383"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2020.3019680"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2023.3277281"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2020.2987703"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2021.3127360"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-011-0421-7"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2013.247"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP39728.2021.9415000"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.185"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72670-5_7"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01716"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00564"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00571"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3680862"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-020-01421-z"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/3581783.3611697"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.52202\/075280-2132"},{"key":"ref19","first-page":"572","article-title":"Combining recurrent, convolutional, and continuous-time models with linear state space layers","volume":"34","author":"Gu","year":"2021","journal-title":"in Proc. Adv. Neural Inf. Process. Syst."},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.52202\/068431-1670"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/icassp49660.2025.10888745"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/tip.2011.2179057"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2012.88"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2021.3052648"},{"key":"ref25","article-title":"Single image deraining using scale-aware multi-stage recurrent network","author":"Li","year":"2017"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00837"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01458"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00079"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2022\/137"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/3240508.3240636"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW56347.2022.00072"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72940-9_14"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/s13042-023-01994-4"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/34.192463"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2024.3359769"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2019.2892685"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP40778.2020.9190720"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72995-9_22"},{"key":"ref39","article-title":"Simplified state space layers for sequence modeling","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Smith","year":"2022"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v39i6.32690"},{"key":"ref41","article-title":"Vision Mamba: Efficient visual representation learning with bidirectional state space model","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Zhu","year":"2024"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-73347-5_14"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2025.3599020"},{"key":"ref44","first-page":"103031","article-title":"VMamba: Visual state space model","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"37","author":"Liu","year":"2024"},{"key":"ref45","article-title":"U-Mamba: Enhancing long-range dependency for biomedical image segmentation","author":"Ma","year":"2024"},{"key":"ref46","article-title":"Efficiently modeling long sequences with structured state spaces","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Gu","year":"2022"},{"key":"ref47","article-title":"Mamba: Linear-time sequence modeling with selective state spaces","volume-title":"Proc. 1st Conf. Lang. Model.","author":"Gu","year":"2024"},{"key":"ref48","article-title":"Multi-dimensional visual prompt enhanced image restoration via mamba-transformer aggregation","author":"Jiang","year":"2024"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72649-1_13"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72684-2_5"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72764-1_1"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2024.3521798"},{"key":"ref53","article-title":"U-shaped vision Mamba for single image dehazing","author":"Zheng","year":"2024"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3680862"},{"key":"ref55","article-title":"Q-Mambair: Accurate quantized Mamba for efficient image restoration","author":"Chen","year":"2025"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2025\/197"},{"key":"ref57","article-title":"DPMambaiR: All-in-one image restoration via degradation-aware prompt state space model","author":"Liu","year":"2025"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.187"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3102504"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.618"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2003.819861"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01688"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2022.3183612"},{"key":"ref64","article-title":"Selective frequency network for image restoration","volume-title":"Proc. 11th Int. Conf. Learn. Representations","author":"Cui","year":"2023"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i11.29186"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP51287.2024.10647753"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02421"},{"key":"ref68","article-title":"A hybrid transformer-mamba network for single image deraining","author":"Sun","year":"2024"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2019.2920407"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.186"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.183"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00396"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2023.3334556"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.01457"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.01111"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2012.2227726"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1016\/j.image.2014.06.006"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW63382.2024.00006"},{"key":"ref79","article-title":"Selective frequency network for image restoration","volume-title":"Proc. 11th Int. Conf. Learn. Representations","author":"Cui","year":"2023"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00821"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2023.3276332"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2022.3207571"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01719"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v37i3.25364"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.350"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2019.107038"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2019.2955241"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3076367"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-20071-7_2"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2022.3177129"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i07.6865"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN60899.2024.10651326"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2023.3256763"},{"key":"ref94","first-page":"155","article-title":"Deep retinex decomposition for low-light enhancement","volume-title":"Proc. Brit. Mach. Vis. Conf.","author":"Wei","year":"2018"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.01207"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2023.3263078"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2867951"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2005.38"}],"container-title":["IEEE Transactions on Multimedia"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6046\/11342315\/11359071.pdf?arnumber=11359071","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T05:02:07Z","timestamp":1777698127000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11359071\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":98,"URL":"https:\/\/doi.org\/10.1109\/tmm.2026.3651113","relation":{},"ISSN":["1520-9210","1941-0077"],"issn-type":[{"value":"1520-9210","type":"print"},{"value":"1941-0077","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]}}}