{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,28]],"date-time":"2025-10-28T14:54:52Z","timestamp":1761663292148},"reference-count":36,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2014,6,15]],"date-time":"2014-06-15T00:00:00Z","timestamp":1402790400000},"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":[[2016,2]]},"DOI":"10.1007\/s11042-014-2138-4","type":"journal-article","created":{"date-parts":[[2014,6,19]],"date-time":"2014-06-19T13:26:45Z","timestamp":1403184405000},"page":"1371-1390","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":16,"title":["Fuzzy bag of words for social image description"],"prefix":"10.1007","volume":"75","author":[{"given":"Yanshan","family":"Li","sequence":"first","affiliation":[]},{"given":"Weiming","family":"Liu","sequence":"additional","affiliation":[]},{"given":"Qinghua","family":"Huang","sequence":"additional","affiliation":[]},{"given":"Xuelong","family":"Li","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2014,6,15]]},"reference":[{"key":"2138_CR1","doi-asserted-by":"publisher","first-page":"490","DOI":"10.1007\/978-3-642-40261-6_59","volume-title":"Computer Analysis of Images and Patterns","author":"Sugata Banerji","year":"2013","unstructured":"Banerji S, Sinha A, Liu C (2013) A New Bag of Words LBP (BoWL) Descriptor for Scene Image Classification. In: 15th International Conference on Computer Analysis of Images and Patterns, CAIP 2013. Springer. York, UK, pp 490\u2013497. doi: 10.1007\/978-3-642-40261-6_59"},{"key":"2138_CR2","doi-asserted-by":"publisher","first-page":"76.1","DOI":"10.5244\/C.25.76","volume":"2011","author":"K Chatfield","year":"2011","unstructured":"Chatfield K, Lempitsky V, Vedaldi A, Zisserman A (2011) The devil is in the details: an evaluation of recent feature encoding methods. BMVC 2011:76.1\u201376.12. doi: 10.5244\/C.25.76","journal-title":"BMVC"},{"key":"2138_CR3","doi-asserted-by":"publisher","first-page":"681","DOI":"10.1007\/978-3-642-31552-7_69","volume-title":"Advances in Computing and Information Technology","author":"Mohammad Mehdi Farhangi","year":"2013","unstructured":"Farhangi MM, Soryani M, Fathy M (2013) Improvement the Bag of Words Image Representation Using Spatial Information. In: Proceedings of the Second International Conference on Advances in Computing and Information Technology, ACITY 2012. Springer, Chennai, India, pp 681\u2013690. doi: 10.1007\/978-3-642-31552-7_69"},{"key":"2138_CR4","doi-asserted-by":"publisher","unstructured":"Grana C, Borghesani D, Manfredi M, Cucchiara R (2013) A fast approach for integrating ORB descriptors in the bag of words model. In: Proc. SPIE 8667, Multimedia Content and Mobile Devices. SPIE, Burlingame, California, USA, pp 866709-866709-8. doi: 10.1117\/12.2008460","DOI":"10.1117\/12.2008460"},{"issue":"8","key":"2138_CR5","doi-asserted-by":"publisher","first-page":"4353","DOI":"10.1016\/j.amc.2011.10.011","volume":"218","author":"Q Huang","year":"2011","unstructured":"Huang Q (2011) Discovery of time-inconsecutive co-movement patterns of foreign currencies using an evolutionary biclustering method. Appl Math Comput 218(8):4353\u20134363. doi: 10.1016\/j.amc.2011.10.011","journal-title":"Appl Math Comput"},{"issue":"2","key":"2138_CR6","doi-asserted-by":"publisher","first-page":"266","DOI":"10.1016\/j.ultras.2011.08.011","volume":"52","author":"Q Huang","year":"2010","unstructured":"Huang Q, Lee S, Liu L, Lu M, Jin L, Li A (2010) A robust graph-based segmentation method for breast tumors in ultrasound images. Ultrasonics 52(2):266\u2013275. doi: 10.1016\/j.ultras.2011.08.011","journal-title":"Ultrasonics"},{"issue":"1","key":"2138_CR7","doi-asserted-by":"publisher","first-page":"153","DOI":"10.1109\/TMM.2012.2225035","volume":"15","author":"R Ji","year":"2013","unstructured":"Ji R, Duan L, Chen J, Xie L, Yao H, Gao W (2013) Learning to distribute vocabulary indexing for scalable visual search. IEEE Trans on Multimedia 15(1):153\u2013166. doi: 10.1109\/TMM.2012.2225035","journal-title":"IEEE Trans on Multimedia"},{"issue":"3","key":"2138_CR8","doi-asserted-by":"publisher","first-page":"290","DOI":"10.1007\/s11263-011-0472-9","volume":"96","author":"R Ji","year":"2012","unstructured":"Ji R, Duan L, Chen J, Yao H, Yuan J, Rui Y, Gao W (2012) Location discriminative vocabulary coding for mobile landmark search. Int J Comput Vis 96(3):290\u2013314. doi: 10.1007\/s11263-011-0472-9","journal-title":"Int J Comput Vis"},{"issue":"3","key":"2138_CR9","doi-asserted-by":"publisher","first-page":"1811","DOI":"10.1109\/TGRS.2013.2255297","volume":"52","author":"R Ji","year":"2014","unstructured":"Ji R, Gao Y, Hong R, Liu Q, Tao D, Li X (2014) Spectral-spatial constraint hyperspectral image classification. IEEE Trans Geosci Remote Sens 52(3):1811\u20131824. doi: 10.1109\/TGRS.2013.2255297","journal-title":"IEEE Trans Geosci Remote Sens"},{"issue":"4","key":"2138_CR10","doi-asserted-by":"publisher","first-page":"2282","DOI":"10.1109\/TIP.2011.2176950","volume":"21","author":"R Ji","year":"2012","unstructured":"Ji R, Yao H, Liu W, Sun X, Tian Q (2012) Task-dependent visual-codebook compression. IEEE Trans Image Process 21(4):2282\u20132293. doi: 10.1109\/TIP.2011.2176950","journal-title":"IEEE Trans Image Process"},{"key":"2138_CR11","doi-asserted-by":"publisher","unstructured":"Lazebnik S, Schmid C, Ponce J (2006) Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories. In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2006. IEEE, New York, NY, USA, pp 2169\u20132178. doi: 10.1109\/CVPR.2006.68","DOI":"10.1109\/CVPR.2006.68"},{"key":"2138_CR12","doi-asserted-by":"publisher","unstructured":"Li W, Dong P (2013) Object recognition based on the region of interest and optical bag of words model. In: Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service, ICIMCS 2013. ACM, New York, USA, pp 394\u2013398. doi: 10.1145\/2499788.2499873","DOI":"10.1145\/2499788.2499873"},{"issue":"6","key":"2138_CR13","doi-asserted-by":"publisher","first-page":"1471","DOI":"10.1109\/TSMCB.2011.2151256","volume":"41","author":"X Li","year":"2011","unstructured":"Li X, Huang Q, Jin L, Wei G, Tao D (2011) Exploiting local coherent patterns for unsupervised feature ranking. IEEE Trans on Syst, Man and Cybern Part B Cybern 41(6):1471\u20131482. doi: 10.1109\/TSMCB.2011.2151256","journal-title":"IEEE Trans on Syst, Man and Cybern Part B Cybern"},{"key":"2138_CR14","doi-asserted-by":"crossref","unstructured":"Li Y, Liu W, Li X, Huang Q, Li X (2013) GA-SIFT: A new scale invariant feature transform for multispectral image using geometric algebra. Information Sciences. (In press)","DOI":"10.1016\/j.ins.2013.12.022"},{"key":"2138_CR15","doi-asserted-by":"publisher","unstructured":"Li F, Pietro P (2005) A bayesian hierarchical model for learning natural scene categories. In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2005. IEEE, San Diego, CA, USA, pp 524\u2013531. doi: 10.1109\/CVPR.2005.16","DOI":"10.1109\/CVPR.2005.16"},{"issue":"3","key":"2138_CR16","doi-asserted-by":"publisher","first-page":"485","DOI":"10.1109\/TNNLS.2012.2234134","volume":"24","author":"J Li","year":"2013","unstructured":"Li J, Tao D (2013) Simple exponential family PCA. IEEE Trans on Neural Netw and Learn Syst 24(3):485\u2013497. doi: 10.1109\/TNNLS.2012.2234134","journal-title":"IEEE Trans on Neural Netw and Learn Syst"},{"issue":"6","key":"2138_CR17","doi-asserted-by":"publisher","first-page":"964","DOI":"10.1109\/TNNLS.2013.2245341","volume":"24","author":"J Li","year":"2013","unstructured":"Li J, Tao D (2013) Exponential family factors for Bayesian factor analysis. IEEE Trans on Neural Netw and Learn Syst 24(6):964\u2013976. doi: 10.1109\/TNNLS.2013.2245341","journal-title":"IEEE Trans on Neural Netw and Learn Syst"},{"issue":"7","key":"2138_CR18","doi-asserted-by":"publisher","first-page":"2676","DOI":"10.1109\/TIP.2013.2255302","volume":"22","author":"W Liu","year":"2013","unstructured":"Liu W, Tao D (2013) Multiview hessian regularization for image annotation. IEE Trans on Image Process 22(7):2676\u20132687. doi: 10.1109\/TIP.2013.2255302","journal-title":"IEE Trans on Image Process"},{"key":"2138_CR19","doi-asserted-by":"publisher","unstructured":"Lowe DG (1999) Object recognition from local scale-invariant features. In: The Proceedings of the Seventh IEEE International Conference on Computer Vision, ICCV 1999. IEEE, Kerkyra, Greece, pp 1150\u20131157. doi: 10.1109\/ICCV.1999.790410","DOI":"10.1109\/ICCV.1999.790410"},{"issue":"2","key":"2138_CR20","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1023\/B:VISI.0000029664.99615.94","volume":"60","author":"DG Lowe","year":"2004","unstructured":"Lowe DG (2004) Distinctive image features from scale-invariant Key points. Int J Comput Vis 60(2):91\u2013110. doi: 10.1023\/B:VISI.0000029664.99615.94","journal-title":"Int J Comput Vis"},{"key":"2138_CR21","doi-asserted-by":"publisher","unstructured":"Philbin J, Chum O, Isard M, Sivic J, Zisserman A (2008) Lost in quantization: Improving particular object retrieval in large scale image databases. In: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2008. IEEE, Anchorage, AK, USA, pp 1\u20138. doi : 10.1109\/CVPR.2008.4587635","DOI":"10.1109\/CVPR.2008.4587635"},{"key":"2138_CR22","doi-asserted-by":"publisher","first-page":"11","DOI":"10.1016\/j.neucom.2012.02.024","volume":"91","author":"D Tao","year":"2012","unstructured":"Tao D, Jin L (2012) Discriminative information preservation for face recognition. Neurocomputing 91:11\u201320. doi: 10.1016\/j.neucom.2012.02.024","journal-title":"Neurocomputing"},{"issue":"10","key":"2138_CR23","doi-asserted-by":"publisher","first-page":"1700","DOI":"10.1109\/TPAMI.2007.1096","volume":"29","author":"D Tao","year":"2007","unstructured":"Tao D, Li X, Wu X, Maybank SJ (2007) General tensor discriminant analysis and Gabor features for gait recognition. IEEE Trans on Pattern Anal and Mach Intel 29(10):1700\u20131715. doi: 10.1109\/TPAMI.2007.1096","journal-title":"IEEE Trans on Pattern Anal and Mach Intel"},{"key":"2138_CR24","doi-asserted-by":"publisher","unstructured":"Tao D, Liang L, Jin L, Gao Y (2011) Similar Handwritten Chinese Character Recognition Using Discriminative Locality Alignment Manifold Learning. In: International Conference on Document Analysis and Recognition, ICDAR 2011. IEEE, Beijing, China, pp 1012\u20131016. doi: 10.1109\/ICDAR.2011.205","DOI":"10.1109\/ICDAR.2011.205"},{"key":"2138_CR25","doi-asserted-by":"publisher","first-page":"696","DOI":"10.1007\/978-3-540-88690-7_52","volume-title":"Lecture Notes in Computer Science","author":"Jan C. van Gemert","year":"2008","unstructured":"van Gemert J C, Geusebroek J M, Veenman C J, Smeulders AWM (2008) Kernel codebooks for scene categorization. In: 10th European Conference on Computer Vision, ECCV 2008. Springer, Marseille, France, pp 696\u2013709. doi: 10.1007\/978-3-540-88690-7_52"},{"issue":"7","key":"2138_CR26","doi-asserted-by":"publisher","first-page":"1271","DOI":"10.1109\/TPAMI.2009.132","volume":"32","author":"JC Gemert van","year":"2010","unstructured":"van Gemert JC, Veenman CJ, Smeulders AW, Geusebroek JM (2010) Visual word ambiguity. IEEE Trans on Pattern Anal and Mach Intel 32(7):1271\u20131283. doi: 10.1109\/TPAMI.2009.132","journal-title":"IEEE Trans on Pattern Anal and Mach Intel"},{"key":"2138_CR27","doi-asserted-by":"publisher","unstructured":"Wang J, Yang J, Yu K, Lv F, Huang T, Gong Y (2010) Locality-constrained linear coding for image classification. In: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2010. IEEE, San Francisco, CA, pp 3360\u20133367. doi: 10.1109\/CVPR.2010.5540018","DOI":"10.1109\/CVPR.2010.5540018"},{"issue":"1","key":"2138_CR28","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1109\/MMUL.2011.7","volume":"18","author":"L Wu","year":"2011","unstructured":"Wu L, Hoi SCH (2011) Enhancing Bag-of-words models with semantics-preserving metric learning. IEEE Multimedia 18(1):24\u201337. doi: 10.1109\/MMUL.2011.7","journal-title":"IEEE Multimedia"},{"issue":"7","key":"2138_CR29","doi-asserted-by":"publisher","first-page":"1908","DOI":"10.1109\/TIP.2010.2045169","volume":"19","author":"L Wu","year":"2010","unstructured":"Wu L, Hoi SCH, Yu N (2010) Semantics-preserving bag-of-words models and applications. IEEE Trans Image Process 19(7):1908\u20131920. doi: 10.1109\/TIP.2010.2045169","journal-title":"IEEE Trans Image Process"},{"key":"2138_CR30","doi-asserted-by":"publisher","unstructured":"Wu Z, Ke Q, Sun J, Shum H (2009) A multi-sample, multi-tree approach to bag-of-words image representation for image retrieval. In: IEEE 12th International Conference on Computer Vision. ICCV 2009, pp 1992\u20131999. doi: 10.1109\/ICCV.2009.5459439","DOI":"10.1109\/ICCV.2009.5459439"},{"issue":"3","key":"2138_CR31","doi-asserted-by":"publisher","first-page":"338","DOI":"10.1016\/S0019-9958(65)90241-X","volume":"8","author":"LA Zadeh","year":"1965","unstructured":"Zadeh LA (1965) Fuzzy sets. Inf Control 8(3):338\u2013353","journal-title":"Inf Control"},{"issue":"5","key":"2138_CR32","doi-asserted-by":"publisher","first-page":"856","DOI":"10.1109\/TCSVT.2012.2226526","volume":"23","author":"Zheng-Jun Zha","year":"2013","unstructured":"Zha Z, Zhang H, Wang M, Luan H, Chua TS(2013) Detecting Group Activities with Multi-Camera Context. IEEE Transactions on Circuits and Systems for Video Technologies 23(5):856\u2013869. doi: 10.1109\/TCSVT.2012.2226526","journal-title":"IEEE Transactions on Circuits and Systems for Video Technology"},{"issue":"1","key":"2138_CR33","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1109\/TMM.2011.2174782","volume":"14","author":"Zheng-Jun Zha","year":"2012","unstructured":"Zha Z, Wang M, Zheng Y, Yang Y, Hong R, Chua TS (2012) Interactive Video Indexing With Statistical Active Learning. IEEE Transactions on Multimedia 14(1): 17\u201327. doi: 10.1109\/TMM.2011.2174782","journal-title":"IEEE Transactions on Multimedia"},{"issue":"3","key":"2138_CR34","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/1823746.1823747","volume":"6","author":"Zheng-Jun Zha","year":"2010","unstructured":"Zha Z, Yang L, Mei T, Wang M, Wang Z, Chua TS, Hua X (2010) Visual query suggestion: Towards Capturing User Intent in Internet Image Search. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMMCAP) 6(3), Article No. 13doi: 10.1145\/1823746.1823747","journal-title":"ACM Transactions on Multimedia Computing, Communications, and Applications"},{"issue":"1\u20134","key":"2138_CR35","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1007\/s13042-010-0001-0","volume":"1","author":"Y Zhang","year":"2010","unstructured":"Zhang Y, Jin R, Zhou Z (2010) Understanding bag-of-words model: a statistical framework. Int J Mach Learn Cybern 1(1\u20134):43\u201352. doi: 10.1007\/s13042-010-0001-0","journal-title":"Int J Mach Learn Cybern"},{"issue":"4","key":"2138_CR36","doi-asserted-by":"publisher","first-page":"423","DOI":"10.1016\/j.apacoust.2011.09.013","volume":"73","author":"S Zheng","year":"2011","unstructured":"Zheng S, Huang Q, Jin L, Wei G (2011) Real-time extended-field-of-view ultrasound based on a standard PC. Appl Acoust 73(4):423\u2013432. doi: 10.1016\/j.apacoust.2011.09.013","journal-title":"Appl Acoust"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-014-2138-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-014-2138-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-014-2138-4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-014-2138-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,11]],"date-time":"2019-08-11T18:36:03Z","timestamp":1565548563000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-014-2138-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,6,15]]},"references-count":36,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2016,2]]}},"alternative-id":["2138"],"URL":"https:\/\/doi.org\/10.1007\/s11042-014-2138-4","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,6,15]]}}}