{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,8]],"date-time":"2026-07-08T17:05:31Z","timestamp":1783530331440,"version":"3.55.0"},"reference-count":86,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"10","license":[{"start":{"date-parts":[[2023,10,1]],"date-time":"2023-10-01T00:00:00Z","timestamp":1696118400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2023,10,1]],"date-time":"2023-10-01T00:00:00Z","timestamp":1696118400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,10,1]],"date-time":"2023-10-01T00:00:00Z","timestamp":1696118400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001475","name":"Rapid-Rich Object Search (ROSE) Laboratory, Nanyang Technological University, Singapore","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001475","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Ministry of Education, Republic of Singapore, through its Academic Research Fund Tier 1","award":["RG137\/20"],"award-info":[{"award-number":["RG137\/20"]}]},{"name":"Start-Up Grant"},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62020106011"],"award-info":[{"award-number":["62020106011"]}],"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":["U19A2052"],"award-info":[{"award-number":["U19A2052"]}],"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":["61971476"],"award-info":[{"award-number":["61971476"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Macau Science and Technology Development Fund, Macau","award":["077\/2018\/A2"],"award-info":[{"award-number":["077\/2018\/A2"]}]},{"name":"Macau Science and Technology Development Fund, Macau","award":["0060\/2019\/A1"],"award-info":[{"award-number":["0060\/2019\/A1"]}]},{"name":"Macau Science and Technology Development Fund, Macau","award":["0072\/2020\/AMJ"],"award-info":[{"award-number":["0072\/2020\/AMJ"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Neural Netw. Learning Syst."],"published-print":{"date-parts":[[2023,10]]},"DOI":"10.1109\/tnnls.2022.3144630","type":"journal-article","created":{"date-parts":[[2022,2,7]],"date-time":"2022-02-07T20:51:26Z","timestamp":1644267086000},"page":"7593-7607","source":"Crossref","is-referenced-by-count":73,"title":["Low-Rankness Guided Group Sparse Representation for Image Restoration"],"prefix":"10.1109","volume":"34","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5515-5339","authenticated-orcid":false,"given":"Zhiyuan","family":"Zha","sequence":"first","affiliation":[{"name":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6874-6453","authenticated-orcid":false,"given":"Bihan","family":"Wen","sequence":"additional","affiliation":[{"name":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8311-7524","authenticated-orcid":false,"given":"Xin","family":"Yuan","sequence":"additional","affiliation":[{"name":"School of Engineering, Westlake University, Hangzhou, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6015-2618","authenticated-orcid":false,"given":"Jiantao","family":"Zhou","sequence":"additional","affiliation":[{"name":"Department of Computer and Information Science, State Key Laboratory of Internet of Things for Smart City, University of Macau, Taipa, Macau, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7607-707X","authenticated-orcid":false,"given":"Ce","family":"Zhu","sequence":"additional","affiliation":[{"name":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6262-8125","authenticated-orcid":false,"given":"Alex Chichung","family":"Kot","sequence":"additional","affiliation":[{"name":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2017.2713948"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2018.2849378"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2005.862083"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2016.2515985"},{"key":"ref15","article-title":"A hybrid structural sparsification error model for image restoration","author":"zha","year":"2021","journal-title":"IEEE Trans Neural Netw Learn Syst"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2011.2108306"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2012.2235847"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2009.2027565"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3078329"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1137\/080738970"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00984"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2017.2769047"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.300"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1007\/s00371-016-1318-9"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2020.3021291"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2018.2885616"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2009.5459452"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2014.2318058"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/2990508"},{"key":"ref50","doi-asserted-by":"crossref","first-page":"1287","DOI":"10.1109\/TNNLS.2014.2337335","article-title":"Discriminative embedded clustering: A framework for grouping high-dimensional data","volume":"26","author":"hou","year":"2015","journal-title":"IEEE Trans Neural Netw Learn Syst"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00262"},{"key":"ref45","first-page":"1","article-title":"Non-local recurrent network for image restoration","volume":"31","author":"liu","year":"2018","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00416"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.01032"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2019.2928136"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00196"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2018.2873610"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/ALLERTON.2015.7447163"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00813"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2018.2798162"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2017.2673241"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2014.366"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-014-0761-1"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2019.2958309"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2020.2972109"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2014.2323127"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2012.2221729"},{"key":"ref5","article-title":"Noise removal in embedded image with bit approximation","author":"zhang","year":"2020","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1109\/JETCAS.2012.2220391"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2875569"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2017.2662206"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.55"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2016.2562563"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1006\/cviu.1996.0060"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2020.09.021"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2020.3005515"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2019.2961877"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2702738"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3086049"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2020.2968521"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1145\/3447684"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2014.2302380"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2019.2952427"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2013.2257813"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/TSMC.2017.2718220"},{"key":"ref77","doi-asserted-by":"crossref","first-page":"1909","DOI":"10.1109\/TCSVT.2016.2556498","article-title":"Nonlocal gradient sparsity regularization for image restoration","volume":"27","author":"liu","year":"2016","journal-title":"IEEE Trans Circuits Syst Video Technol"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2020.2971441"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2015.2446943"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2006.881969"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1137\/040605412"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2007.901238"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2836307"},{"key":"ref71","first-page":"1097","article-title":"ImageNet classification with deep convolutional neural networks","volume":"25","author":"krizhevsky","year":"2012","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00196"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2011.2160072"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2010.2076294"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-015-0808-y"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2016.2596743"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2020.3015545"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00652"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.36"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2019.2951572"},{"key":"ref69","first-page":"2965","article-title":"Noise2Noise: Learning image restoration without clean data","author":"lehtinen","year":"2018","journal-title":"Proc Int Conf Mach Learn"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2012.2226445"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2011.6126278"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2010.161"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-016-0930-5"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2003.819861"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2005.38"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2017.2651400"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1137\/100817206"},{"key":"ref27","first-page":"231","article-title":"Nonlocal spectral prior model for low-level vision","author":"wang","year":"2012","journal-title":"Proc Asian Conf Comput Vis"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2019.2900572"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/18.382009"},{"key":"ref62","author":"avriel","year":"2003","journal-title":"Nonlinear Programming Analysis and Methods"},{"key":"ref61","author":"boyd","year":"2011","journal-title":"Distributed optimization and statistical learning via the alternating direction method of multipliers"}],"container-title":["IEEE Transactions on Neural Networks and Learning Systems"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/5962385\/10273172\/09705602.pdf?arnumber=9705602","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,10,23]],"date-time":"2023-10-23T18:13:53Z","timestamp":1698084833000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9705602\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10]]},"references-count":86,"journal-issue":{"issue":"10"},"URL":"https:\/\/doi.org\/10.1109\/tnnls.2022.3144630","relation":{},"ISSN":["2162-237X","2162-2388"],"issn-type":[{"value":"2162-237X","type":"print"},{"value":"2162-2388","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,10]]}}}