{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T07:28:35Z","timestamp":1740122915682,"version":"3.37.3"},"reference-count":52,"publisher":"Springer Science and Business Media LLC","issue":"17-18","license":[{"start":{"date-parts":[[2020,1,8]],"date-time":"2020-01-08T00:00:00Z","timestamp":1578441600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,1,8]],"date-time":"2020-01-08T00:00:00Z","timestamp":1578441600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"Natural Science Foundation of China","doi-asserted-by":"crossref","award":["61802277"],"award-info":[{"award-number":["61802277"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100001809","name":"Natural Science Foundation of China","doi-asserted-by":"crossref","award":["61572356"],"award-info":[{"award-number":["61572356"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2020,5]]},"DOI":"10.1007\/s11042-019-08259-9","type":"journal-article","created":{"date-parts":[[2020,1,8]],"date-time":"2020-01-08T09:02:42Z","timestamp":1578474162000},"page":"11767-11785","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Single image super-resolution via low-rank tensor representation and hierarchical dictionary learning"],"prefix":"10.1007","volume":"79","author":[{"given":"Peiguang","family":"Jing","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Weili","family":"Guan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xu","family":"Bai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hongbin","family":"Guo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yuting","family":"Su","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,1,8]]},"reference":[{"issue":"11","key":"8259_CR1","doi-asserted-by":"publisher","first-page":"4311","DOI":"10.1109\/TSP.2006.881199","volume":"54","author":"M Aharon","year":"2006","unstructured":"Aharon M, Elad M, Bruckstein A (2006) k-svd: An algorithm for designing overcomplete dictionaries for sparse representation. IEEE Trans Signal Process 54 (11):4311\u20134322","journal-title":"IEEE Trans Signal Process"},{"key":"8259_CR2","doi-asserted-by":"crossref","unstructured":"Bevilacqua M, Roumy A, Guillemot C, Alberi-Morel ML (2012) Low-complexity single-image super-resolution based on nonnegative neighbor embedding 1\u20139","DOI":"10.5244\/C.26.135"},{"issue":"4","key":"8259_CR3","doi-asserted-by":"publisher","first-page":"1956","DOI":"10.1137\/080738970","volume":"20","author":"J-F Cai","year":"2010","unstructured":"Cai J-F, Cand\u00e8s EJ, Shen Z (2010) A singular value thresholding algorithm for matrix completion. SIAM J Optim 20(4):1956\u20131982","journal-title":"SIAM J Optim"},{"key":"8259_CR4","doi-asserted-by":"crossref","unstructured":"Chang H, Yeung D-Y, Xiong Y (2004) Super-resolution through neighbor embedding. In: Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, vol 1, pp 275\u2013282","DOI":"10.1109\/CVPR.2004.1315043"},{"issue":"1","key":"8259_CR5","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1109\/LSP.2013.2286417","volume":"21","author":"X Chen","year":"2014","unstructured":"Chen X, Qi C (2014) Low-rank neighbor embedding for single image super-resolution. IEEE Signal Process Lett 21(1):79\u201382","journal-title":"IEEE Signal Process Lett"},{"key":"8259_CR6","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1016\/j.sigpro.2015.10.037","volume":"124","author":"Z Cheng","year":"2016","unstructured":"Cheng Z, Shen J (2016) On very large scale test collection for landmark image search benchmarking. Signal Process 124:13\u201326","journal-title":"Signal Process"},{"issue":"2","key":"8259_CR7","doi-asserted-by":"publisher","first-page":"16","DOI":"10.1145\/3291060","volume":"37","author":"Z Cheng","year":"2019","unstructured":"Cheng Z, Chang X, Zhu L, Kanjirathinkal RC, Kankanhalli M (2019) Mmalfm: explainable recommendation by leveraging reviews and images. ACM Trans Inf Syst 37(2):16","journal-title":"ACM Trans Inf Syst"},{"key":"8259_CR8","doi-asserted-by":"crossref","unstructured":"Dong C, Loy CC, He K, Tang X (2014) Learning a deep convolutional network for image super-resolution. In: Proceedings of European Conference on Computer Vision, pp 184\u2013199","DOI":"10.1007\/978-3-319-10593-2_13"},{"key":"8259_CR9","doi-asserted-by":"crossref","unstructured":"Dong W, Li G, Shi G, Li X, Ma Y (2015) Low-rank tensor approximation with laplacian scale mixture modeling for multiframe image denoising. In: Proceedings of IEEE International Conference on Computer Vision, pp 442\u2013449","DOI":"10.1109\/ICCV.2015.58"},{"issue":"7","key":"8259_CR10","doi-asserted-by":"publisher","first-page":"3194","DOI":"10.1109\/TIP.2012.2190080","volume":"21","author":"X Gao","year":"2012","unstructured":"Gao X, Zhang K, Tao D, Li X (2012) Image super-resolution with sparse neighbor embedding. IEEE Trans Image Process 21(7):3194\u20133205","journal-title":"IEEE Trans Image Process"},{"key":"8259_CR11","doi-asserted-by":"crossref","unstructured":"Glasner D, Bagon S, Irani M (2009) Super-resolution from a single image. In: Proceedings of IEEE International Conference on Computer Vision, pp 349\u2013356","DOI":"10.1109\/ICCV.2009.5459271"},{"issue":"1","key":"8259_CR12","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1093\/comjnl\/bxm075","volume":"52","author":"H Greenspan","year":"2009","unstructured":"Greenspan H (2009) Super-resolution in medical imaging. The Comput J 52 (1):43\u201363","journal-title":"The Comput J"},{"key":"8259_CR13","unstructured":"Huang J-B, Singh A, Ahuja N (2015) Single image super-resolution from transformed self-exemplars. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp 5197\u20135206"},{"issue":"3","key":"8259_CR14","first-page":"231","volume":"53","author":"M Irani","year":"1991","unstructured":"Irani M, Peleg S (1991) Improving resolution by image registration. CVGIP: Graph Model Image Process 53(3):231\u2013239","journal-title":"CVGIP: Graph Model Image Process"},{"key":"8259_CR15","doi-asserted-by":"crossref","unstructured":"Jia C, Zhong G, Fu YR (2014) Low-rank tensor learning with discriminant analysis for action classification and image recovery. In: AAAI, pp 1228\u20131234","DOI":"10.1609\/aaai.v28i1.8901"},{"issue":"2","key":"8259_CR16","doi-asserted-by":"publisher","first-page":"367","DOI":"10.1109\/TPAMI.2012.95","volume":"35","author":"K Jia","year":"2013","unstructured":"Jia K, Wang X, Tang X (2013) Image transformation based on learning dictionaries across image spaces. IEEE Trans Pattern Anal Mach Intell 35(2):367\u2013380","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"8259_CR17","unstructured":"Jing X-Y, 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: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp 695\u2013704"},{"key":"8259_CR18","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1109\/83.650116","volume":"6","author":"RC Hardie","year":"1997","unstructured":"Hardie RC, Barnard KJ, Armstrong EE (1997) Joint map registration and high resolution image estimation using a sequence of undersampled images. IEEE Trans Image Process 6:12","journal-title":"IEEE Trans Image Process"},{"issue":"4","key":"8259_CR19","doi-asserted-by":"publisher","first-page":"573","DOI":"10.1109\/83.913592","volume":"10","author":"N Nguyen","year":"2001","unstructured":"Nguyen N, Milanfar P, Golub G (2001) A computationally efficient superresolution image reconstruction algorithm. IEEE Trans Image Process 10 (4):573\u2013583","journal-title":"IEEE Trans Image Process"},{"key":"8259_CR20","doi-asserted-by":"crossref","unstructured":"Sun J, Zhu J, Tappen MF (2010) Context-constrained hallucination for image super-resolution. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp 231\u2013238","DOI":"10.1109\/CVPR.2010.5540206"},{"key":"8259_CR21","doi-asserted-by":"crossref","unstructured":"Kawakami R, Matsushita Y, Wright J, Ben-Ezra M, Tai Y-W, Ikeuchi K (2011) High-resolution hyperspectral imaging via matrix factorization. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp 2329\u20132336","DOI":"10.1109\/CVPR.2011.5995457"},{"issue":"6","key":"8259_CR22","doi-asserted-by":"publisher","first-page":"1127","DOI":"10.1109\/TPAMI.2010.25","volume":"32","author":"KI Kim","year":"2010","unstructured":"Kim KI, Kwon Y (2010) Single-image super-resolution using sparse regression and natural image prior. IEEE Trans Pattern Anal Mach Intell 32(6):1127\u20131133","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"3","key":"8259_CR23","doi-asserted-by":"publisher","first-page":"455","DOI":"10.1137\/07070111X","volume":"51","author":"TG Kolda","year":"2009","unstructured":"Kolda TG, Bader BW (2009) Tensor decompositions and applications. SIAM review 51(3):455\u2013500","journal-title":"SIAM review"},{"issue":"1","key":"8259_CR24","doi-asserted-by":"publisher","first-page":"208","DOI":"10.1109\/TPAMI.2012.39","volume":"35","author":"J Liu","year":"2013","unstructured":"Liu J, Musialski P, Wonka P, Ye J (2013) Tensor completion for estimating missing values in visual data. IEEE Trans Pattern Anal Mach Intell 35(1):208\u2013220","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"8259_CR25","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: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp 3550\u20133557","DOI":"10.1109\/CVPR.2014.454"},{"issue":"2","key":"8259_CR26","doi-asserted-by":"publisher","first-page":"1","DOI":"10.2200\/S00714ED1V01Y201603ICR048","volume":"8","author":"L Nie","year":"2016","unstructured":"Nie L, Song X, Chua T-S (2016) Learning from multiple social networks. Synthesis Lectures on Inform Concepts Retrieval Services 8(2):1\u2013118","journal-title":"Synthesis Lectures on Inform Concepts Retrieval Services"},{"key":"8259_CR27","doi-asserted-by":"crossref","unstructured":"Liu M, Nie L, Wang M, Chen B (2017) Towards micro-video understanding by joint sequential-sparse modeling. In: Proceedings of ACM Conference on Multimedia, pp 970\u2013978","DOI":"10.1145\/3123266.3123341"},{"key":"8259_CR28","doi-asserted-by":"crossref","unstructured":"Lu C, Feng J, Chen Y, Liu W, Lin Z, Yan S (2016) Tensor robust principal component analysis: exact recovery of corrupted low-rank tensors via convex optimization. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition","DOI":"10.1109\/CVPR.2016.567"},{"key":"8259_CR29","unstructured":"Marcia RF, Willett RM (2008) Compressive coded aperture superresolution image reconstruction. In: Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing, pp 833\u2013836"},{"key":"8259_CR30","doi-asserted-by":"crossref","unstructured":"Qi N, Shi Y, Sun X, Yin B (2016) Tensr: Multi-dimensional tensor sparse representation. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp 5916\u20135925","DOI":"10.1109\/CVPR.2016.637"},{"issue":"12","key":"8259_CR31","doi-asserted-by":"publisher","first-page":"2459","DOI":"10.1109\/TMI.2015.2437894","volume":"34","author":"F Shi","year":"2015","unstructured":"Shi F, Cheng J, Wang L, Yap P-T, Shen D (2015) Lrtv: Mr image super-resolution with low-rank and total variation regularizations. IEEE Trans Med Imag 34(12):2459\u20132466","journal-title":"IEEE Trans Med Imag"},{"key":"8259_CR32","doi-asserted-by":"crossref","unstructured":"Singh A, Porikli F, Ahuja N (2014) Super-resolving noisy images. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp 2846\u20132853","DOI":"10.1109\/CVPR.2014.364"},{"key":"8259_CR33","doi-asserted-by":"crossref","unstructured":"Timofte R, De Smet V, Van Gool L (2013) Anchored neighborhood regression for fast example-based super-resolution. In: Proceedings of IEEE International Conference on Computer Vision, pp 1920\u20131927","DOI":"10.1109\/ICCV.2013.241"},{"issue":"1","key":"8259_CR34","doi-asserted-by":"publisher","first-page":"274","DOI":"10.1109\/TIP.2015.2496263","volume":"25","author":"MA Veganzones","year":"2016","unstructured":"Veganzones MA, Simoes M, Licciardi G, Yokoya N, Bioucas-Dias JM, Chanussot J (2016) Hyperspectral super-resolution of locally low rank images from complementary multisource data. IEEE Trans Image Process 25(1):274\u2013288","journal-title":"IEEE Trans Image Process"},{"key":"8259_CR35","doi-asserted-by":"crossref","unstructured":"Wang H, Nie F, Huang H (2014) Low-rank tensor completion with spatio-temporal consistency. In: Proceedings of AAAI International Conference, pp 2846\u20132852","DOI":"10.1609\/aaai.v28i1.9144"},{"issue":"4","key":"8259_CR36","doi-asserted-by":"publisher","first-page":"600","DOI":"10.1109\/TIP.2003.819861","volume":"13","author":"Z Wang","year":"2004","unstructured":"Wang Z, Bovik AC, Sheikh HR, Simoncelli EP (2004) Image quality assessment: from error visibility to structural similarity. IEEE Trans Image Process 13 (4):600\u2013612","journal-title":"IEEE Trans Image Process"},{"key":"8259_CR37","doi-asserted-by":"crossref","unstructured":"Wang Z, Liu D, Yang J, Han W, Huang T (2015) Deep networks for image super-resolution with sparse prior. In: Proceedings of IEEE International Conference on Computer Vision, pp 370\u2013378","DOI":"10.1109\/ICCV.2015.50"},{"key":"8259_CR38","unstructured":"Yang C-Y, Ma C, Yang M-H (2014) Single-image super-resolution: a benchmark. In: Proceedings of European Conference on Computer Vision, pp 372\u2013386"},{"key":"8259_CR39","doi-asserted-by":"crossref","unstructured":"Yang J, Lin Z, Cohen S (2013) Fast image super-resolution based on in-place example regression. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp 1059\u20131066","DOI":"10.1109\/CVPR.2013.141"},{"key":"8259_CR40","unstructured":"Yang J, Wright J, Huang T, Ma Y (2008) Image super-resolution as sparse representation of raw image patches. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp 1\u20138"},{"issue":"11","key":"8259_CR41","doi-asserted-by":"publisher","first-page":"2861","DOI":"10.1109\/TIP.2010.2050625","volume":"19","author":"J Yang","year":"2010","unstructured":"Yang J, Wright J, Huang TS, Ma Y (2010) Image super-resolution via sparse representation. IEEE Trans Image Process 19(11):2861\u20132873","journal-title":"IEEE Trans Image Process"},{"key":"8259_CR42","unstructured":"Zeyde R, Elad M, Protter M (2010) On single image scale-up using sparse-representations. In: Proceedings of International conference on curves and surfaces, pp 711\u2013730"},{"issue":"1","key":"8259_CR43","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1002\/gamm.201310004","volume":"36","author":"L Grasedyck","year":"2013","unstructured":"Grasedyck L, Kressner D, Tobler C (2013) A literature survey of low-rank tensor approximation techniques. GAMM-Mitteilungen 36(1):53\u201378","journal-title":"GAMM-Mitteilungen"},{"issue":"4","key":"8259_CR44","doi-asserted-by":"publisher","first-page":"1253","DOI":"10.1137\/S0895479896305696","volume":"21","author":"L De Lathauwer","year":"2000","unstructured":"De Lathauwer L, De Moor B, Vandewalle J (2000) A multilinear singular value decomposition. SIAM J Matrix Anal Appl 21(4):1253\u20131278","journal-title":"SIAM J Matrix Anal Appl"},{"key":"8259_CR45","doi-asserted-by":"crossref","unstructured":"Zhang X, Yuan X, Carin L (2018) Nonlocal low-rank tensor factor analysis for image restoration. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp 8232\u20138241","DOI":"10.1109\/CVPR.2018.00859"},{"issue":"3","key":"8259_CR46","doi-asserted-by":"publisher","first-page":"279","DOI":"10.1007\/BF02289464","volume":"31","author":"LR Tucker","year":"1966","unstructured":"Tucker LR (1966) Some mathematical notes on three-mode factor analysis. Psychometrika 31(3):279\u2013311","journal-title":"Psychometrika"},{"issue":"1","key":"8259_CR47","doi-asserted-by":"publisher","first-page":"208","DOI":"10.1109\/TPAMI.2012.39","volume":"35","author":"J Liu","year":"2013","unstructured":"Liu J, Musialski P, Wonka P, Ye J (2013) Tensor completion for estimating missing values in visual data. IEEE Trans Pattern Anal Mach Intell 35(1):208\u2013220","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"8259_CR48","doi-asserted-by":"crossref","unstructured":"Jia C, Zhong G, Fu YR (2014) Low-rank tensor learning with discriminant analysis for action classification and image recovery. In: Proceedings of AAAI Conference on Artificial Intelligence, pp 1228\u20131234","DOI":"10.1609\/aaai.v28i1.8901"},{"key":"8259_CR49","unstructured":"Zhang K, Gao X, Tao D, Li X (2012) Multi-scale dictionary for single image super-resolution. In: Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition, pp 1114\u20131121"},{"issue":"3","key":"8259_CR50","doi-asserted-by":"publisher","first-page":"846","DOI":"10.1109\/TIP.2015.2389629","volume":"24","author":"K Zhang","year":"2015","unstructured":"Zhang K, Tao D, Gao X, Li X, Xiong Z (2015) Learning multiple linear mappings for efficient single image super-resolution. IEEE Trans Image Process 24(3):846\u2013861","journal-title":"IEEE Trans Image Process"},{"issue":"6","key":"8259_CR51","doi-asserted-by":"publisher","first-page":"2542","DOI":"10.1109\/TIP.2016.2548242","volume":"25","author":"J Zheng","year":"2016","unstructured":"Zheng J, Jiang Z, Chellappa R (2016) Cross-view action recognition via transferable dictionary learning. IEEE Trans Image Process 25(6):2542\u20132556","journal-title":"IEEE Trans Image Process"},{"key":"8259_CR52","doi-asserted-by":"crossref","unstructured":"Zontak M, Irani M (2011) Internal statistics of a single natural image. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp 977\u2013984","DOI":"10.1109\/CVPR.2011.5995401"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-019-08259-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-019-08259-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-019-08259-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,10,10]],"date-time":"2022-10-10T08:29:05Z","timestamp":1665390545000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-019-08259-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,1,8]]},"references-count":52,"journal-issue":{"issue":"17-18","published-print":{"date-parts":[[2020,5]]}},"alternative-id":["8259"],"URL":"https:\/\/doi.org\/10.1007\/s11042-019-08259-9","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"type":"print","value":"1380-7501"},{"type":"electronic","value":"1573-7721"}],"subject":[],"published":{"date-parts":[[2020,1,8]]},"assertion":[{"value":"14 January 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"25 January 2019","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 September 2019","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 January 2020","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}