{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,26]],"date-time":"2026-08-26T05:28:29Z","timestamp":1787722109952,"version":"build-2784847793"},"reference-count":77,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"7","license":[{"start":{"date-parts":[[2014,7,1]],"date-time":"2014-07-01T00:00:00Z","timestamp":1404172800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"}],"funder":[{"DOI":"10.13039\/501100012166","name":"National Basic Research Program of China (973 Program)","doi-asserted-by":"crossref","award":["2012CB316400"],"award-info":[{"award-number":["2012CB316400"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100000858","name":"University of Sheffield","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100000858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004543","name":"China Scholarship Council","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100004543","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61125106"],"award-info":[{"award-number":["61125106"]}],"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":["91120302"],"award-info":[{"award-number":["91120302"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Shaanxi Key Innovation Team of Science and Technology","award":["2012KCT-04"],"award-info":[{"award-number":["2012KCT-04"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Cybern."],"published-print":{"date-parts":[[2014,7]]},"DOI":"10.1109\/tcyb.2013.2278548","type":"journal-article","created":{"date-parts":[[2013,8,29]],"date-time":"2013-08-29T18:01:33Z","timestamp":1377799293000},"page":"1001-1013","source":"Crossref","is-referenced-by-count":315,"title":["From Heuristic Optimization to Dictionary Learning: A Review and Comprehensive Comparison of Image Denoising Algorithms"],"prefix":"10.1109","volume":"44","author":[{"family":"Ling Shao","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"family":"Ruomei Yan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"family":"Xuelong Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"family":"Yan Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2011.156"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2009.2018575"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2007.911828"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2005.1416298"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1137\/040616024"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2006.881959"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2003.819861"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.2174\/157340506776930665"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2005.859378"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2010.2045819"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2005.859376"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2002.1014998"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.1996.559512"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/5.406412"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2009.09.023"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2007.891064"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2003.818640"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2005.843753"},{"key":"ref60","author":"vetterli","year":"1995","journal-title":"Wavelets and Subband Coding"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.2307\/2337118"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/18.382009"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2006.312413"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2007.901238"},{"key":"ref64","first-page":"2833","article-title":"Natural image denoising: Optimality and inherent bounds","author":"lesage","year":"0","journal-title":"Proc IEEE Int Conf Comput Vision Pattern Recognit"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/JDT.2011.2181487"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1038\/381607a0"},{"key":"ref66","first-page":"311","article-title":"Sparse coding with an overcomplete basis set: A strategy employed by v1 ?","volume":"37","author":"olshausen","year":"1996","journal-title":"Vis Res"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2009.5459452"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.1999.760624"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1162\/089976603762552951"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1162\/089976600300015826"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/3477.990880"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCB.2009.2018292"},{"key":"ref20","first-page":"1","article-title":"A fast NL-means method in image denoising based on the similarity of spatially sampled pixels","author":"chao","year":"0","journal-title":"Proc IEEE Int Workshop Multimedia Signal Process"},{"key":"ref22","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1016\/j.jvcir.2010.11.001","article-title":"Rotationally invariant similarity measures for nonlocal image denoising","volume":"22","author":"sven","year":"2011","journal-title":"J Visual Commun Image Representation"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2009.5413453"},{"key":"ref24","author":"kervrann","year":"2005","journal-title":"Local Adaptivity to Variable Smoothness for Exemplar-Based Image Denoising And Representation"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1002\/ima.20039"},{"key":"ref26","first-page":"143","article-title":"A rotationally invariant block matching strategy improving image denoising with non-local means","author":"zimmer","year":"0","journal-title":"Proc Int Workshop Local Non-Local Approximation Image Process"},{"key":"ref25","author":"lou","year":"2008","journal-title":"Nonlocal similarity image filtering"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2012.140"},{"key":"ref51","author":"mallat","year":"2008","journal-title":"A Wavelet Tour of Signal Processing"},{"key":"ref59","author":"daubechies","year":"2006","journal-title":"Ten Lectures on Wavelets"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/34.93808"},{"key":"ref57","doi-asserted-by":"crossref","first-page":"1173","DOI":"10.1002\/cpa.20242","article-title":"Orthogonal bandlet bases for geometric images approximation","volume":"61","author":"mallat","year":"2008","journal-title":"Commun Pure Appl Math"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2003.815389"},{"key":"ref55","doi-asserted-by":"crossref","first-page":"992","DOI":"10.1137\/040619454","article-title":"Bandelet image approximation and compression","volume":"4","author":"mallat","year":"2005","journal-title":"SIAM Multiscale Model Simul"},{"key":"ref54","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1002\/cpa.10116","article-title":"New tight frames of curvelets and the problem of approximating piecewise c2 image with piecewise c2 edges","volume":"57","author":"candes","year":"2003","journal-title":"Commun Pure Appl Math"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1028674842"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1018031261"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1049\/cp:19950753"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2006.888330"},{"key":"ref40","first-page":"1114","article-title":"Multi-scale dictionary for single image super-resolution","author":"zhang","year":"0","journal-title":"Proc IEEE Conf Comput Vision Pattern Recognit"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2010.2052820"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2010.2042995"},{"key":"ref14","first-page":"60","article-title":"A nonlocal algorithm for image denoising","volume":"2","author":"buades","year":"0","journal-title":"Proc IEEE Int Conf Comput Vision Pattern Recognit"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2005.859509"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2007.906087"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/TCE.2010.5681149"},{"key":"ref18","first-page":"1429","article-title":"Fast nonlocal algorithm for image denoising","author":"wang","year":"0","journal-title":"Proc IEEE Int Conf Image Process"},{"key":"ref19","first-page":"143","article-title":"An improved non-local denoising algorithm","author":"goossens","year":"0","journal-title":"Proc Int Workshop Local Non-Local Approximation Image Process"},{"key":"ref4","doi-asserted-by":"crossref","first-page":"405","DOI":"10.1016\/j.sigpro.2009.05.028","article-title":"A multi-frame image super-resolution method","volume":"90","author":"li","year":"2010","journal-title":"Signal Process"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCB.2005.845397"},{"key":"ref6","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/2946.001.0001","author":"wiener","year":"1949","journal-title":"Extrapolation Interpolation and Smoothing of Stationary Time Series"},{"key":"ref5","author":"shapiro","year":"2001","journal-title":"Computer Vision"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2008.2002162"},{"key":"ref7","author":"widrow","year":"2003","journal-title":"Least-Mean-Square Adaptive Filters"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2012.6466947"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.1998.710815"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/34.56205"},{"key":"ref45","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s11263-009-0272-7","article-title":"From local kernel to nonlocal multiple-model image denoising","volume":"86","author":"vladimir","year":"2010","journal-title":"Int J Comput Vision"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1023\/A:1007963824710"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.1994.413269"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2006.881969"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2013.2277813"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2011.2120592"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2011.5995478"}],"container-title":["IEEE Transactions on Cybernetics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6221036\/6832663\/06587769.pdf?arnumber=6587769","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,1,12]],"date-time":"2022-01-12T16:17:35Z","timestamp":1642004255000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/6587769\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,7]]},"references-count":77,"journal-issue":{"issue":"7"},"URL":"https:\/\/doi.org\/10.1109\/tcyb.2013.2278548","relation":{},"ISSN":["2168-2267","2168-2275"],"issn-type":[{"value":"2168-2267","type":"print"},{"value":"2168-2275","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,7]]}}}