{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,5]],"date-time":"2025-11-05T06:38:46Z","timestamp":1762324726844,"version":"3.37.3"},"reference-count":40,"publisher":"Springer Science and Business Media LLC","issue":"10","license":[{"start":{"date-parts":[[2020,6,9]],"date-time":"2020-06-09T00:00:00Z","timestamp":1591660800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,6,9]],"date-time":"2020-06-09T00:00:00Z","timestamp":1591660800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100004731","name":"Natural Science Foundation of Zhejiang Province","doi-asserted-by":"publisher","award":["LQ20F030015"],"award-info":[{"award-number":["LQ20F030015"]}],"id":[{"id":"10.13039\/501100004731","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Appl Intell"],"published-print":{"date-parts":[[2020,10]]},"DOI":"10.1007\/s10489-020-01730-3","type":"journal-article","created":{"date-parts":[[2020,6,9]],"date-time":"2020-06-09T12:03:04Z","timestamp":1591704184000},"page":"3400-3411","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Query set centered sparse projection learning for set based image classification"],"prefix":"10.1007","volume":"50","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3596-0127","authenticated-orcid":false,"given":"Wenjie","family":"Zhu","sequence":"first","affiliation":[]},{"given":"Bo","family":"Peng","sequence":"additional","affiliation":[]},{"given":"Han","family":"Wu","sequence":"additional","affiliation":[]},{"given":"Binhao","family":"Wang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2020,6,9]]},"reference":[{"key":"1730_CR1","doi-asserted-by":"crossref","unstructured":"Arandjelovic O, Shakhnarovich G, Fisher J, Cipolla R (2005) Face recognition with image sets using manifold density divergence. In: CVPR, pp 581\u2013588","DOI":"10.1109\/CVPR.2005.151"},{"key":"1730_CR2","doi-asserted-by":"crossref","unstructured":"Cevikalp H, Triggs B (2010) Face recognition based on image sets. In: CVPR, pp 2567\u20132573","DOI":"10.1109\/CVPR.2010.5539965"},{"key":"1730_CR3","doi-asserted-by":"crossref","unstructured":"Chen L (2014) Dual linear regression based classification for face cluster recognition. In: CVPR, pp 2673\u20132680","DOI":"10.1109\/CVPR.2014.342"},{"issue":"1","key":"1730_CR4","doi-asserted-by":"publisher","first-page":"281","DOI":"10.1109\/TIP.2017.2760512","volume":"27","author":"G Cheng","year":"2017","unstructured":"Cheng G, Zhou PC, Han JW (2017) Duplex metric learning for image set classification. IEEE Trans Image Process 27(1):281\u2013292","journal-title":"IEEE Trans Image Process"},{"key":"1730_CR5","unstructured":"Crisp DJ, Burges CJC (1999) A geometric interpretation of v-svm classifiers. In: NIPS, pp 244\u2013250"},{"key":"1730_CR6","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1016\/j.knosys.2015.01.016","volume":"78","author":"X Du","year":"2015","unstructured":"Du X, Wang JY (2015) Support image set machine: jointly learning representation and classifier for image set classification. Knowl-Based Syst 78:51\u201358","journal-title":"Knowl-Based Syst"},{"issue":"4","key":"1730_CR7","doi-asserted-by":"publisher","first-page":"713","DOI":"10.1109\/TPAMI.2014.2353635","volume":"37","author":"M Hayat","year":"2015","unstructured":"Hayat M, Bennamoun M, An SJ (2015) Deep learning non-linear reconstruction models for image set classification. IEEE Trans Pattern Anal Machine Intell 37(4):713\u2013727","journal-title":"IEEE Trans Pattern Anal Machine Intell"},{"key":"1730_CR8","doi-asserted-by":"crossref","unstructured":"Hu YQ, Mian AS, Owens R (2011) Sparse approximated nearest points for image set classification. In: CVPR, pp 121\u2013128","DOI":"10.1109\/CVPR.2011.5995500"},{"key":"1730_CR9","doi-asserted-by":"crossref","unstructured":"Huang ZW, Wang RP, Shan SG, Chen XL (2015) Projection metric learning on grassmann manifold with application to video based face recognition. In: CVPR, pp 140\u2013149","DOI":"10.1109\/CVPR.2015.7298609"},{"issue":"11","key":"1730_CR10","doi-asserted-by":"publisher","first-page":"3889","DOI":"10.1007\/s10489-018-1189-z","volume":"48","author":"M Kim","year":"2018","unstructured":"Kim M (2018) Dynamic sparse coding for sparse time-series modeling via first-order smooth optimization. Appl Intell 48(11):3889\u20133901","journal-title":"Appl Intell"},{"issue":"6","key":"1730_CR11","doi-asserted-by":"publisher","first-page":"1005","DOI":"10.1109\/TPAMI.2007.1037","volume":"29","author":"TK Kim","year":"2007","unstructured":"Kim TK, Kittler J, Cipolla R (2007) Discriminative learning and recognition of image set classes using canonical correlations. IEEE Trans Pattern Anal Mach Intell 29(6):1005\u20131018","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"1730_CR12","unstructured":"Lee KC, Ho J, Yang MH, Kriegman D (2003) Video-based face recognition using probabilistic appearance manifolds. In: CVPR, pp I\u2013I"},{"issue":"2","key":"1730_CR13","doi-asserted-by":"publisher","first-page":"181","DOI":"10.1007\/s11263-018-1088-0","volume":"127","author":"B Liu","year":"2019","unstructured":"Liu B, Jing LP, Li J, Yu J, Gittens A, Mahoney MW (2019) Group collaborative representation for image set classification. Int J Comput Vis 127(2):181\u2013206","journal-title":"Int J Comput Vis"},{"key":"1730_CR14","doi-asserted-by":"crossref","unstructured":"Lu JW, Wang G, Moulin P (2013) Image set classification using holistic multiple order statistics features and localized multi-kernel metric learning. In: ICCV, pp 329\u2013336","DOI":"10.1109\/ICCV.2013.48"},{"issue":"11","key":"1730_CR15","doi-asserted-by":"publisher","first-page":"2624","DOI":"10.1109\/TPAMI.2013.83","volume":"35","author":"T Mensink","year":"2013","unstructured":"Mensink T, Verbeek J, Perronnin F, Csurka G (2013) Distance-based image classification: generalizing to new classes at near-zero cost. IEEE Trans Pattern Anal Machine Intell 35(11):2624\u20132637","journal-title":"IEEE Trans Pattern Anal Machine Intell"},{"issue":"11","key":"1730_CR16","doi-asserted-by":"publisher","first-page":"2227","DOI":"10.1109\/TPAMI.2014.2321376","volume":"36","author":"M Muja","year":"2014","unstructured":"Muja M, Lowe DG (2014) Scalable nearest neighbor algorithms for high dimensional data. IEEE Trans Pattern Anal Mach Intell 36(11):2227\u20132240","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"1730_CR17","unstructured":"Nie FP, Huang H, Xiao C, Ding CHQ (2010) Efficient and robust feature selection via joint l21-norms minimization. In: NIPS, pp 1813\u20131821"},{"key":"1730_CR18","doi-asserted-by":"publisher","unstructured":"Ren ZW, Sun QS, Yang C (2019) Nonnegative discriminative encoded nearest points for image set classification. Neural Computing and Applications. https:\/\/doi.org\/10.1007\/s00521-019-04419-y","DOI":"10.1007\/s00521-019-04419-y"},{"key":"1730_CR19","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1007\/s11263-007-0075-7","volume":"77","author":"DA Ross","year":"2008","unstructured":"Ross DA, Lim J, Lin RS, Yang MH (2008) Incremental learning for robust visual tracking. Int J Comput Vis 77:125\u2013141","journal-title":"Int J Comput Vis"},{"key":"1730_CR20","doi-asserted-by":"crossref","unstructured":"Shah SAA, Nadeem U, Bennamoun M, Sohel F, Togneri R (2017) Efficient image set classification using linear regression based image reconstruction. In: CVPRW, pp 601\u2013610","DOI":"10.1109\/CVPRW.2017.88"},{"key":"1730_CR21","doi-asserted-by":"crossref","unstructured":"Stallkamp J, Ekenel HK, Stiefelhagen R (2007) Video-based face recognition on real-world data. In: ICCV, pp 1\u20138","DOI":"10.1109\/ICCV.2007.4408868"},{"key":"1730_CR22","doi-asserted-by":"publisher","first-page":"434","DOI":"10.1016\/j.patcog.2017.11.020","volume":"76","author":"HL Tan","year":"2018","unstructured":"Tan HL, Gao Y, Ma ZM (2018) Regularized constraint subspace based method for image set classification. Pattern Recogn 76:434\u2013448","journal-title":"Pattern Recogn"},{"issue":"2","key":"1730_CR23","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1023\/B:VISI.0000013087.49260.fb","volume":"57","author":"P Viola","year":"2004","unstructured":"Viola P, Jones MJ (2004) Robust real-time face detection. Int J Comput Vis 57(2):137\u2013154","journal-title":"Int J Comput Vis"},{"issue":"2","key":"1730_CR24","doi-asserted-by":"publisher","first-page":"372","DOI":"10.1109\/TPAMI.2011.112","volume":"34","author":"A Wagner","year":"2012","unstructured":"Wagner A, Wright J, Ganesh A, Zhou Z, Mobahi H, Ma Y (2012) Toward a practical face recognition system: robust alignment and illumination by sparse representation. IEEE Trans Pattern Anal Mach Intell 34(2):372\u2013386","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"1730_CR25","doi-asserted-by":"crossref","unstructured":"Wang RP, Chen XL (2009) Manifold discriminant analysis. In: CVPR, pp 429\u2013436","DOI":"10.1109\/CVPR.2009.5206850"},{"key":"1730_CR26","unstructured":"Wang RP, Shan SG, Chen XL, Gao W (2008) Manifold-manifold distance with application to face recognition based on image set. In: CVPR, pp 1\u20138"},{"key":"1730_CR27","unstructured":"Wang RP, Guo HM, DL S, D QH (2012) Covariance discriminative learning: a natural and efficient approach to image set classification. In: CVPR, pp 2496\u20132503"},{"key":"1730_CR28","doi-asserted-by":"crossref","unstructured":"Wang W, Wang RP, Shan SG, Chen XL (2016) Prototype discriminative learning for face image set classification. In: ACCV, pp 344\u2013360","DOI":"10.1007\/978-3-319-54187-7_23"},{"issue":"3","key":"1730_CR29","doi-asserted-by":"publisher","first-page":"1161","DOI":"10.1007\/s10489-018-1322-z","volume":"49","author":"Y Wang","year":"2019","unstructured":"Wang Y, Wang A, Ai Q, Sun HJ (2019) Ensemble based fuzzy weighted extreme learning machine for gene expression classification. Appl Intell 49(3):1161\u20131171","journal-title":"Appl Intell"},{"key":"1730_CR30","doi-asserted-by":"crossref","unstructured":"Wolf L, Hassner T, Maoz I (2011) Face recognition in unconstrained videos with matched background similarity. In: CVPR, pp 529\u2013534","DOI":"10.1109\/CVPR.2011.5995566"},{"key":"1730_CR31","doi-asserted-by":"crossref","unstructured":"Yamaguchi O, Fukui K, Maeda K (1998) Face recognition using temporal image sequence. In: IEEE international conference on automatic face and gesture recognition, pp 318\u2013323","DOI":"10.1109\/AFGR.1998.670968"},{"key":"1730_CR32","doi-asserted-by":"publisher","first-page":"380","DOI":"10.1016\/j.eswa.2019.06.062","volume":"137","author":"WZ Yan","year":"2019","unstructured":"Yan WZ, Sun HJ, Sun QS, Zheng ZC, Gao XZ, Zhang Q, Ren ZW (2019) Multiple kernel dimensionality reduction based on collaborative representation for set oriented image classification. Expert Systems with Applications 137:380\u2013 391","journal-title":"Expert Systems with Applications"},{"key":"1730_CR33","doi-asserted-by":"publisher","first-page":"256","DOI":"10.1016\/j.neucom.2019.06.066","volume":"361","author":"WZ Yan","year":"2019","unstructured":"Yan WZ, Sun QS, Sun HJ, Li YM, Ren ZW (2019) Multiple kernel dimensionality reduction based on linear regression virtual reconstruction for image set classification. Neurocomputing 361:256\u2013269","journal-title":"Neurocomputing"},{"key":"1730_CR34","doi-asserted-by":"crossref","unstructured":"Yang M, Zhu PF, Gool LV, Zhang L (2013) Face recognition based on regularized nearest points between image sets. In: IEEE international conference and workshops on automatic face and gesture recognition, pp 1\u20137","DOI":"10.1109\/FG.2013.6553727"},{"key":"1730_CR35","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1016\/j.ins.2018.02.062","volume":"448","author":"P Zheng","year":"2018","unstructured":"Zheng P, Zhao ZQ, Gao J, Wu XD (2018) A set-level joint sparse representation for image set classification. Inf Sci 448: 75\u201390","journal-title":"Inf Sci"},{"key":"1730_CR36","doi-asserted-by":"crossref","unstructured":"Zhu PF, Zhang L, Zuo WM, Zhang D (2013) From point to set: extend the learning of distance metrics. In: ICCV, pp 2664\u2013 2671","DOI":"10.1109\/ICCV.2013.331"},{"issue":"7","key":"1730_CR37","doi-asserted-by":"publisher","first-page":"1120","DOI":"10.1109\/TIFS.2014.2324277","volume":"9","author":"PF Zhu","year":"2014","unstructured":"Zhu PF, Zuo WM, Zhang L, Shiu CK (2014) Image set-based collaborative representation for face recognition. IEEE Trans Inform Forensics Secur 9(7):1120\u20131132","journal-title":"IEEE Trans Inform Forensics Secur"},{"key":"1730_CR38","doi-asserted-by":"publisher","first-page":"38820","DOI":"10.1109\/ACCESS.2018.2854232","volume":"6","author":"WJ Zhu","year":"2018","unstructured":"Zhu WJ, Yan YH (2018) Joint linear regression and nonnegative matrix factorization based on self-organized graph for image clustering and classification. IEEE Access 6:38820\u201338834","journal-title":"IEEE Access"},{"key":"1730_CR39","doi-asserted-by":"publisher","first-page":"116","DOI":"10.1016\/j.knosys.2016.09.018","volume":"113","author":"WJ Zhu","year":"2016","unstructured":"Zhu WJ, Yan YH, Peng YS (2016) Dictionary learning based on discriminative energy contribution for image classification. Knowl-Based Syst 113:116\u2013124","journal-title":"Knowl-Based Syst"},{"key":"1730_CR40","first-page":"32","volume":"55C","author":"WJ Zhu","year":"2017","unstructured":"Zhu WJ, Yan YH, Peng YS (2017) Pair of projections based on sparse consistence with applications to efficient face recognition. Signal Processing:Image Communication 55C:32\u201340","journal-title":"Signal Processing:Image Communication"}],"container-title":["Applied Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10489-020-01730-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10489-020-01730-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10489-020-01730-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,6,8]],"date-time":"2021-06-08T23:56:26Z","timestamp":1623196586000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10489-020-01730-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,6,9]]},"references-count":40,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2020,10]]}},"alternative-id":["1730"],"URL":"https:\/\/doi.org\/10.1007\/s10489-020-01730-3","relation":{},"ISSN":["0924-669X","1573-7497"],"issn-type":[{"type":"print","value":"0924-669X"},{"type":"electronic","value":"1573-7497"}],"subject":[],"published":{"date-parts":[[2020,6,9]]},"assertion":[{"value":"9 June 2020","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with Ethical Standards"}},{"value":"The authors declare that they have no conflicts of interest to this work.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"<!--Emphasis Type='Bold' removed-->Conflict of interests"}}]}}