{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T18:14:07Z","timestamp":1772820847047,"version":"3.50.1"},"reference-count":131,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"4","license":[{"start":{"date-parts":[[2016,4,1]],"date-time":"2016-04-01T00:00:00Z","timestamp":1459468800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61075045"],"award-info":[{"award-number":["61075045"]}],"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":["61273256"],"award-info":[{"award-number":["61273256"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004602","name":"Program for New Century Excellent Talents in University","doi-asserted-by":"publisher","award":["NECT-10-0292"],"award-info":[{"award-number":["NECT-10-0292"]}],"id":[{"id":"10.13039\/501100004602","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012166","name":"National Basic Research Program of China","doi-asserted-by":"crossref","award":["2011CB707000"],"award-info":[{"award-number":["2011CB707000"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["6157021026"],"award-info":[{"award-number":["6157021026"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Circuits Syst. Video Technol."],"published-print":{"date-parts":[[2016,4]]},"DOI":"10.1109\/tcsvt.2012.2225911","type":"journal-article","created":{"date-parts":[[2012,10,19]],"date-time":"2012-10-19T18:12:11Z","timestamp":1350670331000},"page":"613-626","source":"Crossref","is-referenced-by-count":36,"title":["Sparsity-Induced Similarity Measure and Its Applications"],"prefix":"10.1109","volume":"26","author":[{"given":"Hong","family":"Cheng","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zicheng","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lei","family":"Hou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jie","family":"Yang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","first-page":"524","article-title":"A Bayesian hierarchical model for learning natural scene categories","author":"feifei","year":"2005","journal-title":"Proc IEEE Comput Vision Pattern Recog"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2011.5995664"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-23123-0_16"},{"key":"ref32","first-page":"319","article-title":"High-performance semi-supervised learning using discriminatively constrained generative models","author":"druck","year":"2010","journal-title":"Proc IEEE Int Conf Mach Learning"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1090\/S0894-0347-08-00600-0"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.0437847100"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2011.5995664"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2010.5495317"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206547"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2004.1381036"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2011.6126377"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2005.849821"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2006.871582"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2011.6116666"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/1873951.1873959"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1137\/S1064827596304010"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2009.5459267"},{"key":"ref23","doi-asserted-by":"crossref","first-page":"858","DOI":"10.1109\/TIP.2009.2038764","article-title":"Learning with $\\ell _{1}$ -graph for image analysis","volume":"19","author":"cheng","year":"2010","journal-title":"IEEE Trans Image Process"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2010.5540018"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2011.11.002"},{"key":"ref100","first-page":"1","article-title":"Active microscopic cellular image annotation by superposable graph transduction with imbalanced labels","author":"wang","year":"2008","journal-title":"Proc IEEE Comput Vision Pattern Recog"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2005.177"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2010.57"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2011.6126522"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2006.68"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2008.4587756"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-005-1838-7"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2011.12.005"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2008.2003354"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611972795.94"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2011.2159197"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2006.90"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/ICPR.2010.1121"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-15561-1_13"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2010.10.001"},{"key":"ref6","article-title":"Learning with local and global consistency","author":"belkin","year":"2004","journal-title":"Advances in neural information processing systems"},{"key":"ref5","first-page":"585","article-title":"Laplacian eigenmaps and spectral techniques for embedding and clustering","volume":"14","author":"belkin","year":"2001","journal-title":"Proc NIPS"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/1015330.1015360"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/34.291440"},{"key":"ref7","article-title":"Semi-supervised learning with density based distance","author":"bijral","year":"2012","journal-title":"Proc ACM SIGKDD Conf Knowledge Discovery Data Mining"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/11559887_1"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2010.5653434"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2008.4587351"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2009.2035852"},{"key":"ref47","article-title":"Sparse representation for signal classification","author":"huang","year":"2006","journal-title":"Advances in Neural Information Processing System"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2010.5495246"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2010.5539943"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2011.5995487"},{"key":"ref43","article-title":"Transduction with matrix completion: Three birds with one stone","author":"goldberg","year":"2010","journal-title":"Advances in Neural Information Processing System"},{"key":"ref127","first-page":"1","article-title":"$L_{1} $ regularized projection pursuit for additive model learning","author":"zhang","year":"2008","journal-title":"Proc IEEE Comput Vision Pattern Recog"},{"key":"ref126","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2012.2191944"},{"key":"ref125","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2011.6126277"},{"key":"ref124","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2006.301"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-007-0122-4"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2010.209"},{"key":"ref129","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2010.5540205"},{"key":"ref71","first-page":"331","article-title":"Fast approximate nearest neighbors with automatic algorithm configuration","author":"muja","year":"2009","journal-title":"Proc IEEE Int Conf Comput Vision"},{"key":"ref128","article-title":"Vision-based human action recognition: A sparse representation perspective","author":"zhang","year":"2012"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/34.990133"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1162\/089976698300017250"},{"key":"ref130","article-title":"Semi-supervised learning with graphs","author":"zhu","year":"2002"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4471-6714-3"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1023\/A:1011139631724"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1016\/S0042-6989(97)00169-7"},{"key":"ref131","first-page":"912","article-title":"Semi-supervised learning using Gaussian fields and harmonic functions","author":"zhu","year":"2003","journal-title":"Proc Int Conf Mach Learning"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2009.11.014"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2011.5995542"},{"key":"ref60","doi-asserted-by":"crossref","first-page":"788","DOI":"10.1038\/44565","article-title":"Learning the parts of objects by non-negative matrix factorization","volume":"401","author":"lee","year":"1999","journal-title":"Nature"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2003.1211497"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1145\/1553374.1553453"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/ICPR.2010.421"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2010.5539934"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1995.7.1.72"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1023\/B:VISI.0000029664.99615.94"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-88690-7_4"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2009.4959720"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2010.5540054"},{"key":"ref69","first-page":"955","article-title":"Generalized expectation criteria for semi-supervised learning with weakly labeled data","volume":"11","author":"mann","year":"2010","journal-title":"J Mach Learning Res"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-47979-1_8"},{"key":"ref109","article-title":"Distance metric learning, with application to clustering with side-information","author":"xing","year":"2002","journal-title":"Advances in Neural Information Processing System"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2011.6126449"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2008.79"},{"key":"ref94","first-page":"126","article-title":"Distance metric learning with kernels","author":"tsang","year":"2003","journal-title":"Proc Int Conf Artificial Neural Networks"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2010.2044470"},{"key":"ref93","first-page":"14","article-title":"Image annotation by k nn-sparse graph-based label propagation over noisily tagged web images","volume":"2","author":"tang","year":"2011","journal-title":"ACM Trans Intelligent Syst Technol"},{"key":"ref106","article-title":"Distance metric learning for large margin nearest neighbor classification","author":"weinberger","year":"2006","journal-title":"Advances in Neural Information Processing System"},{"key":"ref92","article-title":"Partially labeled classification with markov random walks","author":"szummer","year":"2004","journal-title":"Advances in Neural Information Processing System"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2011.03.032"},{"key":"ref91","first-page":"58","article-title":"Action recognition via local descriptors and holistic features","author":"sun","year":"2009","journal-title":"IEEE Proc Comput Vision Pattern Recog"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1145\/1816041.1816060"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-72393-6_64"},{"key":"ref103","first-page":"3545","article-title":"Learning Instance-to-Class distance for human action recognition","author":"wang","year":"2009","journal-title":"Proc IEEE Int Conf Image Process"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2003.819861"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611972795.68"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1007\/s11432-009-0045-5"},{"key":"ref110","first-page":"792","article-title":"Discriminative semi-supervised feature selection via manifold regularization","volume":"21","author":"xu","year":"2010","journal-title":"IEEE Trans Neural Netw"},{"key":"ref98","first-page":"762","article-title":"Label propagation through linear neighborhoods","author":"wang","year":"2007","journal-title":"Proc Int Conf Mach Learning"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-15558-1_55"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-88690-7_52"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2010.939739"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2005.28"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2008.4587598"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511804441"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1137\/060657704"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.5244\/C.24.27"},{"key":"ref15","first-page":"104","article-title":"Blind motion deblurring from a single image using sparse approximation","author":"cai","year":"2009","journal-title":"Proc IEEE Conf Comput Vision Pattern Recog"},{"key":"ref118","first-page":"2442","article-title":"Discriminative subvolume search for efficient action detection","author":"yuan","year":"2009","journal-title":"Proc IEEE Comput Vision Pattern Recog"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2007.914731"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-15549-9_10"},{"key":"ref117","article-title":"Nonlinear learning using local coordinate coding","author":"yu","year":"2009","journal-title":"Advances in Neural Information Processing System"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1002\/cpa.20124"},{"key":"ref81","first-page":"129","article-title":"A sparse coding based similarity measure","author":"heidemann","year":"2009","journal-title":"Proc Int Conf Data Mining"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/PSIVT.2010.30"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2010.5539944"},{"key":"ref119","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2011.38"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/1961189.1961199"},{"key":"ref83","article-title":"Learning task-specific similarity","author":"shakhnarovich","year":"2006"},{"key":"ref114","first-page":"1794","article-title":"Linear spatial pyramid matching using sparse coding for image classification","author":"yang","year":"2009","journal-title":"Proc IEEE Comput Vision Pattern Recog"},{"key":"ref113","first-page":"1","article-title":"Image super-resolution as sparse representation of raw image patches","author":"yang","year":"2008","journal-title":"Proc IEEE Comput Vision Pattern Recog"},{"key":"ref116","article-title":"High dimensional nonlinear learning using local coordinate coding","author":"yu","year":"2009","journal-title":"Proc IEEE Int Conf Mach Learning"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1126\/science.290.5500.2323"},{"key":"ref115","first-page":"1","author":"yang","year":"2009","journal-title":"Distance metric learning A comprehensive survey"},{"key":"ref120","doi-asserted-by":"publisher","DOI":"10.1145\/1631024.1631028"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511730344"},{"key":"ref121","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2004.1315196"},{"key":"ref122","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2011.5995484"},{"key":"ref123","article-title":"Random sampling image to class distance for photo annotation","author":"zhang","year":"2010","journal-title":"Working Notes of CLEF"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/34.868688"},{"key":"ref86","article-title":"Partially labeled classification with Markov random walks","author":"shi","year":"2000","journal-title":"Advances in Neural Information Processing System"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-15567-3_29"},{"key":"ref88","article-title":"Unlabeled data: Now it helps, now it doesn&#x2019;t","author":"singh","year":"2008","journal-title":"Advances in Neural Information Processing System"}],"container-title":["IEEE Transactions on Circuits and Systems for Video Technology"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx5\/76\/7445810\/06335467.pdf?arnumber=6335467","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,1,12]],"date-time":"2022-01-12T16:11:17Z","timestamp":1642003877000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/6335467\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,4]]},"references-count":131,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.1109\/tcsvt.2012.2225911","relation":{},"ISSN":["1051-8215","1558-2205"],"issn-type":[{"value":"1051-8215","type":"print"},{"value":"1558-2205","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,4]]}}}