{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T05:42:49Z","timestamp":1772775769169,"version":"3.50.1"},"reference-count":60,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2017,9,20]],"date-time":"2017-09-20T00:00:00Z","timestamp":1505865600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2018,2]]},"DOI":"10.1007\/s11042-017-5202-z","type":"journal-article","created":{"date-parts":[[2017,9,20]],"date-time":"2017-09-20T01:52:12Z","timestamp":1505872332000},"page":"3553-3577","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["Robust dictionary learning with graph regularization for unsupervised person re-identification"],"prefix":"10.1007","volume":"77","author":[{"given":"Caixia","family":"Yan","sequence":"first","affiliation":[]},{"given":"Minnan","family":"Luo","sequence":"additional","affiliation":[]},{"given":"Wenhe","family":"Liu","sequence":"additional","affiliation":[]},{"given":"Qinghua","family":"Zheng","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2017,9,20]]},"reference":[{"key":"5202_CR1","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1016\/j.ins.2016.02.055","volume":"355","author":"L An","year":"2016","unstructured":"An L, Chen X, Yang S, Bhanu B (2016) Sparse representation matching for person re-identification. Inf Sci 355:74\u201389","journal-title":"Inf Sci"},{"issue":"2","key":"5202_CR2","doi-asserted-by":"publisher","first-page":"167","DOI":"10.1109\/TITS.2005.848370","volume":"6","author":"ND Bird","year":"2005","unstructured":"Bird ND, Masoud O, Papanikolopoulos NP, Isaacs A (2005) Detection of loitering individuals in public transportation areas. IEEE Trans Intell Trans Syst 6(2):167\u2013177","journal-title":"IEEE Trans Intell Trans Syst"},{"issue":"8","key":"5202_CR3","doi-asserted-by":"publisher","first-page":"1548","DOI":"10.1109\/TPAMI.2010.231","volume":"33","author":"D Cai","year":"2011","unstructured":"Cai D, He X, Han J, Huang TS (2011) Graph regularized nonnegative matrix factorization for data representation. IEEE Trans Pattern Anal Mach Intell 33(8):1548\u20131560","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"1","key":"5202_CR4","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1145\/2910585","volume":"11","author":"X Chang","year":"2016","unstructured":"Chang X, Nie F, Yang Y, Zhang C, Huang H (2016) Convex sparse pca for unsupervised feature learning. ACM Trans Knowl Discov Data 11(1):3","journal-title":"ACM Trans Knowl Discov Data"},{"issue":"10","key":"5202_CR5","doi-asserted-by":"publisher","first-page":"2294","DOI":"10.1109\/TNNLS.2016.2582746","volume":"28","author":"Xiaojun Chang","year":"2017","unstructured":"Chang X, Yang Y (2016) Semisupervised feature analysis by mining correlations among multiple tasks. IEEE Trans Neural Netw Learn Syst. https:\/\/doi.org\/10.1109\/TNNLS.2016.2582746","journal-title":"IEEE Transactions on Neural Networks and Learning Systems"},{"issue":"8","key":"5202_CR6","doi-asserted-by":"publisher","first-page":"1617","DOI":"10.1109\/TPAMI.2016.2608901","volume":"39","author":"X Chang","year":"2016","unstructured":"Chang X, Yu YL, Yang Y, Xing EP (2016) Semantic pooling for complex event analysis in untrimmed videos. IEEE Trans Pattern Anal Mach Intell 39(8):1617\u20131632","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"5202_CR7","doi-asserted-by":"crossref","unstructured":"Chen D, Yuan Z, Chen B, Zheng N (2016) Similarity learning with spatial constraints for person re-identification. In: CVPR","DOI":"10.1109\/CVPR.2016.142"},{"key":"5202_CR8","doi-asserted-by":"crossref","unstructured":"Cheng DS, Cristani M, Stoppa M, Bazzani L, Murino V (2011) Custom pictorial structures for re-identification. In: BMVC","DOI":"10.5244\/C.25.68"},{"key":"5202_CR9","doi-asserted-by":"crossref","unstructured":"Cheng D, Gong Y, Zhou S, Wang J, Zheng N (2016) Person re-identification by multi-channel parts-based cnn with improved triplet loss function. In: CVPR","DOI":"10.1109\/CVPR.2016.149"},{"key":"5202_CR10","doi-asserted-by":"crossref","unstructured":"Davis JV, Kulis B, Jain P, Sra S, Dhillon IS (2007) Information-theoretic metric learning. In: ICML","DOI":"10.1145\/1273496.1273523"},{"key":"5202_CR11","doi-asserted-by":"crossref","unstructured":"Dikmen M, Akbas E, Huang TS, Ahuja N (2010) Pedestrian recognition with a learned metric. In: ACCV","DOI":"10.1007\/978-3-642-19282-1_40"},{"key":"5202_CR12","doi-asserted-by":"crossref","unstructured":"Farenzena M, Bazzani L, Perina A, Murino V, Cristani M (2010) Person re-identification by symmetry-driven accumulation of local features. In: CVPR","DOI":"10.1109\/CVPR.2010.5539926"},{"key":"5202_CR13","unstructured":"Gheissari N, Sebastian TB, Hartley R (2006) Person reidentification using spatiotemporal appearance. In: CVPR"},{"key":"5202_CR14","doi-asserted-by":"crossref","unstructured":"Gong S, Cristani M, Yan S, Loy CC (2014) Person re-identification, vol 1. Springer","DOI":"10.1007\/978-1-4471-6296-4"},{"key":"5202_CR15","unstructured":"Gray D, Brennan S, Tao H (2007) Evaluating appearance models for recognition, reacquisition, and tracking. In: PETS"},{"key":"5202_CR16","unstructured":"Guo X (2015) Robust subspace segmentation by simultaneously learning data representations and their affinity matrix. In: IJCAI"},{"key":"5202_CR17","doi-asserted-by":"crossref","unstructured":"Harandi M, Sanderson C, Shen C, Lovell BC (2013) Dictionary learning and sparse coding on grassmann manifolds: an extrinsic solution. In: ICCV","DOI":"10.1109\/ICCV.2013.387"},{"key":"5202_CR18","doi-asserted-by":"crossref","unstructured":"Hirzer M, Beleznai C, Roth PM, Bischof H (2011) Person re-identification by descriptive and discriminative classification. In: SCIA","DOI":"10.1007\/978-3-642-21227-7_9"},{"key":"5202_CR19","doi-asserted-by":"crossref","unstructured":"Hirzer M, Roth PM, Bischof H (2012) Person re-identification by efficient impostor-based metric learning. In: AVSS","DOI":"10.1109\/AVSS.2012.55"},{"key":"5202_CR20","unstructured":"Jing XY, Zhu X, Wu F, You X, Liu Q, Yue D, Hu R, Xu B (2015) Super-resolution person re-identification with semi-coupled low-rank discriminant dictionary learning. In: CVPR"},{"key":"5202_CR21","doi-asserted-by":"crossref","unstructured":"Karanam S, Li Y, Radke RJ (2015) Person re-identification with discriminatively trained viewpoint invariant dictionaries. In: ICCV","DOI":"10.1109\/ICCV.2015.513"},{"key":"5202_CR22","doi-asserted-by":"crossref","unstructured":"Kodirov E, Xiang T, Gong S (2015) Dictionary learning with iterative laplacian regularisation for unsupervised person re-identification. In: BMVC","DOI":"10.5244\/C.29.44"},{"key":"5202_CR23","doi-asserted-by":"crossref","unstructured":"Koestinger M, Hirzer M, Wohlhart P, Roth PM, Bischof H (2012) Large scale metric learning from equivalence constraints. In: CVPR","DOI":"10.1109\/CVPR.2012.6247939"},{"issue":"12","key":"5202_CR24","doi-asserted-by":"publisher","first-page":"3450","DOI":"10.1109\/TBME.2012.2217493","volume":"59","author":"S Li","year":"2012","unstructured":"Li S, Yin H, Fang L (2012) Group-sparse representation with dictionary learning for medical image denoising and fusion. IEEE Trans Biomed Eng 59(12):3450\u20133459","journal-title":"IEEE Trans Biomed Eng"},{"key":"5202_CR25","doi-asserted-by":"crossref","unstructured":"Li Z, Chang S, Liang F, Huang TS, Cao L, Smith JR (2013) Learning locally-adaptive decision functions for person verification. In: CVPR","DOI":"10.1109\/CVPR.2013.463"},{"key":"5202_CR26","doi-asserted-by":"crossref","unstructured":"Li W, Zhao R, Xiao T, Wang X (2014) Deepreid: deep filter pairing neural network for person re-identification. In: CVPR","DOI":"10.1109\/CVPR.2014.27"},{"key":"5202_CR27","unstructured":"Li S, Shao M, Fu Y (2015) Cross-view projective dictionary learning for person re-identification. In: IJCAI"},{"key":"5202_CR28","doi-asserted-by":"crossref","unstructured":"Lisanti G, Masi I, Del Bimbo A (2014) Matching people across camera views using kernel canonical correlation analysis. In: ICDSC","DOI":"10.1145\/2659021.2659036"},{"issue":"8","key":"5202_CR29","doi-asserted-by":"publisher","first-page":"1629","DOI":"10.1109\/TPAMI.2014.2369055","volume":"37","author":"G Lisanti","year":"2015","unstructured":"Lisanti G, Masi I, Bagdanov AD, Del Bimbo A (2015) Person re-identification by iterative re-weighted sparse ranking. IEEE Trans Pattern Anal Mach Intell 37(8):1629\u20131642","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"7","key":"5202_CR30","doi-asserted-by":"publisher","first-page":"1879","DOI":"10.1016\/j.patcog.2012.11.018","volume":"46","author":"BD Liu","year":"2013","unstructured":"Liu BD, Wang YX, Zhang YJ, Shen B (2013) Learning dictionary on manifolds for image classification. Pattern Recogn 46(7):1879\u20131890","journal-title":"Pattern Recogn"},{"key":"5202_CR31","doi-asserted-by":"crossref","unstructured":"Liu X, Song M, Tao D, Zhou X, Chen C, Bu J (2014) Semi-supervised coupled dictionary learning for person re-identification. In: CVPR","DOI":"10.1109\/CVPR.2014.454"},{"key":"5202_CR32","doi-asserted-by":"crossref","unstructured":"Ma B, Su Y, Jurie F (2012) Bicov: a novel image representation for person re-identification and face verification. In: BMVC","DOI":"10.5244\/C.26.57"},{"key":"5202_CR33","doi-asserted-by":"crossref","unstructured":"Mairal J, Bach F, Ponce J, Sapiro G (2009) Online dictionary learning for sparse coding. In: ICML","DOI":"10.1145\/1553374.1553463"},{"key":"5202_CR34","doi-asserted-by":"crossref","unstructured":"Matsukawa T, Okabe T, Sato Y (2014) Person re-identification via discriminative accumulation of local features. In: ICPR","DOI":"10.1109\/ICPR.2014.681"},{"key":"5202_CR35","doi-asserted-by":"crossref","unstructured":"Mignon A, Jurie F (2012) Pcca: a new approach for distance learning from sparse pairwise constraints. In: CVPR","DOI":"10.1109\/CVPR.2012.6247987"},{"key":"5202_CR36","unstructured":"Nie F, Yuan J, Huang H (2014) Optimal mean robust principal component analysis. In: ICML"},{"issue":"3","key":"5202_CR37","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1145\/2963105","volume":"8","author":"L Nie","year":"2017","unstructured":"Nie L, Zhang L, Wang M, Hong R, Farseev A, Chua TS (2017) Learning user attributes via mobile social multimedia analytics. ACM Trans Intell Syst Technol 8(3):36","journal-title":"ACM Trans Intell Syst Technol"},{"key":"5202_CR38","doi-asserted-by":"crossref","unstructured":"Pedagadi S, Orwell J, Velastin S, Boghossian B (2013) Local fisher discriminant analysis for pedestrian re-identification. In: CVPR","DOI":"10.1109\/CVPR.2013.426"},{"key":"5202_CR39","doi-asserted-by":"crossref","unstructured":"Peng P, Xiang T, Wang Y, Pontil M, Gong S, Huang T, Tian Y (2016) Unsupervised cross-dataset transfer learning for person re-identification. In: CVPR","DOI":"10.1109\/CVPR.2016.146"},{"key":"5202_CR40","doi-asserted-by":"publisher","unstructured":"Qi M, Han J, Jiang J, Liu H (2017) Deep feature representation and multiple metric ensembles for person re-identification in security surveillance system. Multimed Tools Appl. https:\/\/doi.org\/10.1007\/s11042-017-4649-2","DOI":"10.1007\/s11042-017-4649-2"},{"issue":"4","key":"5202_CR41","doi-asserted-by":"publisher","first-page":"2121","DOI":"10.1109\/TSP.2010.2040671","volume":"58","author":"K Skretting","year":"2010","unstructured":"Skretting K, Engan K (2010) Recursive least squares dictionary learning algorithm. IEEE Trans Signal Process 58(4):2121\u20132130","journal-title":"IEEE Trans Signal Process"},{"key":"5202_CR42","unstructured":"Song X, Nie L, Zhang L, Liu M, Chua TS (2015) Interest inference via structure-constrained multi-source multi-task learning. In: IJCAI"},{"issue":"7","key":"5202_CR43","doi-asserted-by":"publisher","first-page":"3395","DOI":"10.1109\/TIP.2016.2531280","volume":"25","author":"RR Varior","year":"2016","unstructured":"Varior RR, Wang G, Lu J, Liu T (2016) Learning invariant color features for person reidentification. IEEE Trans Image Process 25(7):3395\u20133410","journal-title":"IEEE Trans Image Process"},{"key":"5202_CR44","volume-title":"Xiang","author":"H Wang","year":"2014","unstructured":"Wang H, Gong S (2014) Xiang. Unsupervised learning of generative topic saliency for person re-identification, T."},{"issue":"2","key":"5202_CR45","doi-asserted-by":"publisher","first-page":"260","DOI":"10.1109\/TMM.2015.2505083","volume":"18","author":"Z Wang","year":"2016","unstructured":"Wang Z, Hu R, Liang C, Yu Y, Jiang J, Ye M, Chen J, Leng Q (2016) Zero-shot person re-identification via cross-view consistency. IEEE Trans Multimedia 18(2):260\u2013272","journal-title":"IEEE Trans Multimedia"},{"key":"5202_CR46","first-page":"207","volume":"10","author":"KQ Weinberger","year":"2009","unstructured":"Weinberger KQ, Saul LK (2009) Distance metric learning for large margin nearest neighbor classification. J Mach Learn Res 10:207\u2013244","journal-title":"J Mach Learn Res"},{"key":"5202_CR47","doi-asserted-by":"crossref","unstructured":"Xiao T, Li H, Ouyang W, Wang X (2016) Learning deep feature representations with domain guided dropout for person re-identification. In: CVPR","DOI":"10.1109\/CVPR.2016.140"},{"key":"5202_CR48","doi-asserted-by":"crossref","unstructured":"Xiong F, Gou M, Camps O, Sznaier M (2014) Person re-identification using kernel-based metric learning methods. In: ECCV","DOI":"10.1007\/978-3-319-10584-0_1"},{"issue":"9","key":"5202_CR49","doi-asserted-by":"publisher","first-page":"10715","DOI":"10.1007\/s11042-017-4893-5","volume":"77","author":"Yunlu Xu","year":"2017","unstructured":"Xu Y, Guo J, Huang Z, Qiu W (2017) Sparse coding with cross-view invariant dictionaries for person re-identification. Multimed Tools Appl. https:\/\/doi.org\/10.1007\/s11042-017-4893-5","journal-title":"Multimedia Tools and Applications"},{"key":"5202_CR50","doi-asserted-by":"crossref","unstructured":"Yang Y, Wen L, Lyu S, Li SZ (2017) Unsupervised learning of multi-level descriptors for person re-identification. In: AAAI","DOI":"10.1016\/j.neucom.2016.08.127"},{"key":"5202_CR51","unstructured":"Yu K, Zhang T, Gong Y (2009) Nonlinear learning using local coordinate coding. In: NIPS"},{"key":"5202_CR52","unstructured":"Zhang T (2009) Multi-stage convex relaxation for learning with sparse regularization. In: NIPS"},{"key":"5202_CR53","doi-asserted-by":"crossref","unstructured":"Zhang Q, Li B (2010) Discriminative k-svd for dictionary learning in face recognition. In: CVPR","DOI":"10.1109\/CVPR.2010.5539989"},{"key":"5202_CR54","doi-asserted-by":"crossref","unstructured":"Zhao R, Ouyang W, Wang X (2013) Person re-identification by salience matching. In: ICCV","DOI":"10.1109\/ICCV.2013.314"},{"key":"5202_CR55","doi-asserted-by":"crossref","unstructured":"Zhao R, Ouyang W, Wang X (2013) Unsupervised salience learning for person re-identification. In: CVPR","DOI":"10.1109\/CVPR.2013.460"},{"key":"5202_CR56","doi-asserted-by":"crossref","unstructured":"Zhao R, Ouyang W, Wang X (2014) Learning mid-level filters for person re-identification. In: CVPR","DOI":"10.1109\/CVPR.2014.26"},{"key":"5202_CR57","doi-asserted-by":"crossref","unstructured":"Zheng WS, Gong S, Xiang T (2009) Associating groups of people. In: BMVC","DOI":"10.5244\/C.23.23"},{"issue":"5","key":"5202_CR58","doi-asserted-by":"publisher","first-page":"1327","DOI":"10.1109\/TIP.2010.2090535","volume":"20","author":"M Zheng","year":"2011","unstructured":"Zheng M, Bu J, Chen C, Wang C, Zhang L, Qiu G, Cai D (2011) Graph regularized sparse coding for image representation. IEEE Trans Image Process 20(5):1327\u20131336","journal-title":"IEEE Trans Image Process"},{"key":"5202_CR59","doi-asserted-by":"crossref","unstructured":"Zheng WS, Gong S, Xiang T (2011) Person re-identification by probabilistic relative distance comparison. In: CVPR","DOI":"10.1109\/CVPR.2011.5995598"},{"issue":"3","key":"5202_CR60","doi-asserted-by":"publisher","first-page":"653","DOI":"10.1109\/TPAMI.2012.138","volume":"35","author":"WS Zheng","year":"2013","unstructured":"Zheng WS, Gong S, Xiang T (2013) Reidentification by relative distance comparison. IEEE Trans Pattern Anal Mach Intell 35(3):653\u2013668","journal-title":"IEEE Trans Pattern Anal Mach Intell"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-017-5202-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-017-5202-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-017-5202-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,25]],"date-time":"2025-06-25T20:31:47Z","timestamp":1750883507000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-017-5202-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,9,20]]},"references-count":60,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2018,2]]}},"alternative-id":["5202"],"URL":"https:\/\/doi.org\/10.1007\/s11042-017-5202-z","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,9,20]]},"assertion":[{"value":"26 April 2017","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"31 August 2017","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 September 2017","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"20 September 2017","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}