{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,27]],"date-time":"2026-03-27T19:06:04Z","timestamp":1774638364300,"version":"3.50.1"},"reference-count":108,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"9","license":[{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,9,1]],"date-time":"2025-09-01T00:00:00Z","timestamp":1756684800000},"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":["62322216"],"award-info":[{"award-number":["62322216"]}],"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":["62172409"],"award-info":[{"award-number":["62172409"]}],"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":["62311530686"],"award-info":[{"award-number":["62311530686"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Shenzhen Science and Technology Program","award":["RCYX20221008092849068"],"award-info":[{"award-number":["RCYX20221008092849068"]}]},{"name":"Shenzhen Science and Technology Program","award":["JCYJ20220530145209022"],"award-info":[{"award-number":["JCYJ20220530145209022"]}]},{"name":"Shenzhen Science and Technology Program","award":["KQTD20221101093559018"],"award-info":[{"award-number":["KQTD20221101093559018"]}]},{"name":"Project \u201cVIDETEC-2\u201d","award":["19F2232E"],"award-info":[{"award-number":["19F2232E"]}]},{"DOI":"10.13039\/501100001809","name":"Federal Ministry for Digital and Transport of Germany","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Neural Netw. Learning Syst."],"published-print":{"date-parts":[[2025,9]]},"DOI":"10.1109\/tnnls.2025.3561924","type":"journal-article","created":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T13:24:25Z","timestamp":1746105865000},"page":"17099-17113","source":"Crossref","is-referenced-by-count":23,"title":["Modumer: Modulating Transformer for Image Restoration"],"prefix":"10.1109","volume":"36","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1279-5539","authenticated-orcid":false,"given":"Yuning","family":"Cui","sequence":"first","affiliation":[{"name":"School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-sen University, Shenzhen, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8752-7950","authenticated-orcid":false,"given":"Mingyu","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Computation, Information and Technology, Technical University of Munich, Munich, Germany"}]},{"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, Shenzhen Campus of Sun Yat-sen University, Shenzhen, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4840-076X","authenticated-orcid":false,"given":"Alois","family":"Knoll","sequence":"additional","affiliation":[{"name":"School of Computation, Information and Technology, Technical University of Munich, Munich, Germany"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2021.3070596"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v37i1.25122"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2020.3041752"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2023.111156"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2022.3146004"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2021.3112235"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2023\/72"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i07.6865"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2806202"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2024.3429557"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00460"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-73209-6_5"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2023.3256763"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00564"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/LRA.2023.3300254"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i6.28354"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ICCVW54120.2021.00210"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01716"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-19800-7_9"},{"key":"ref20","article-title":"Xformer: Hybrid X-shaped transformer for image denoising","volume-title":"Proc. 12th Int. Conf. Learn. Represent.","author":"Zhang"},{"key":"ref21","article-title":"Efficient modulation for vision networks","volume-title":"Proc. 12th Int. Conf. Learn. Represent.","author":"Ma"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2024.3401450"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/s41095-023-0364-2"},{"key":"ref24","first-page":"4203","article-title":"Focal modulation networks","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Yang"},{"key":"ref25","article-title":"GLU variants improve transformer","author":"Shazeer","year":"2020","journal-title":"arXiv:2002.05202"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00570"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00263"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00567"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00416"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/3474085.3475331"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2023.12.003"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01582"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/tcsvt.2025.3541429"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v39i7.32756"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2023.3345464"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2024.111074"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.01195"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00264"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2024\/80"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2985220"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2025.3538485"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.35"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3680675"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00837"},{"key":"ref45","first-page":"6545","article-title":"IRNeXt: Rethinking convolutional network design for image restoration","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Cui"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00572"},{"key":"ref47","article-title":"MambaOut: Do we really need mamba for vision?","author":"Yu","year":"2024","journal-title":"arXiv:2405.07992"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00544"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.3389\/fnsys.2017.00046"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.01255"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58610-2_28"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58589-1_45"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3050850"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00717"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00903"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00255"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2022.3183612"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00568"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.01163"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72640-8_14"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00285"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01458"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.01111"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00571"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00613"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00281"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-20071-7_2"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01753"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2023.3330416"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2024.3419007"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.00264"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02418"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3680888"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00741"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00223"},{"key":"ref76","first-page":"130","article-title":"Perceiving and modeling density for image dehazing","volume-title":"Proc. Eur. Conf. Comput. Vis.","author":"Tian"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW.2018.00127"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1145\/3581783.3611884"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.00239"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i2.27907"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2022.3167175"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01719"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.01149"},{"key":"ref84","first-page":"27440","article-title":"MambaLLIE: Implicit retinex-aware low light enhancement with global-then-local state space","volume-title":"Proc. 38th Annu. Conf. Neural Inf. Process. Syst.","author":"Weng"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.183"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00721"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2010.161"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2016.2631888"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2867951"},{"key":"ref90","article-title":"Deep retinex decomposition for low-light enhancement","author":"Wei","year":"2018","journal-title":"arXiv:1808.04560"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2001.937655"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2019.2925793"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01693"},{"key":"ref94","first-page":"71275","article-title":"PromptIR: Prompting for all-in-one image restoration","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Potlapalli"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3680762"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72764-1_1"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00564"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72649-1_13"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72655-2_15"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.02083"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00068"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2020.3045810"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01249-6_23"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2023.3319330"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-022-01633-5"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3104166"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3108019"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58583-9_5"}],"container-title":["IEEE Transactions on Neural Networks and Learning Systems"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/5962385\/11151745\/10981804.pdf?arnumber=10981804","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,5]],"date-time":"2025-12-05T18:39:45Z","timestamp":1764959985000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10981804\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9]]},"references-count":108,"journal-issue":{"issue":"9"},"URL":"https:\/\/doi.org\/10.1109\/tnnls.2025.3561924","relation":{},"ISSN":["2162-237X","2162-2388"],"issn-type":[{"value":"2162-237X","type":"print"},{"value":"2162-2388","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,9]]}}}