{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,3]],"date-time":"2026-04-03T23:54:30Z","timestamp":1775260470699,"version":"3.50.1"},"reference-count":45,"publisher":"Springer Science and Business Media LLC","issue":"11","license":[{"start":{"date-parts":[[2018,10,31]],"date-time":"2018-10-31T00:00:00Z","timestamp":1540944000000},"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":[[2019,6]]},"DOI":"10.1007\/s11042-018-6793-8","type":"journal-article","created":{"date-parts":[[2018,10,31]],"date-time":"2018-10-31T03:56:10Z","timestamp":1540958170000},"page":"14129-14153","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":21,"title":["Image classification using SURF and bag of LBP features constructed by clustering with fixed centers"],"prefix":"10.1007","volume":"78","author":[{"given":"Divya","family":"Srivastava","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rajitha","family":"Bakthula","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Suneeta","family":"Agarwal","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,10,31]]},"reference":[{"issue":"3","key":"6793_CR1","doi-asserted-by":"publisher","first-page":"346","DOI":"10.1016\/j.cviu.2007.09.014","volume":"110","author":"H Bay","year":"2008","unstructured":"Bay H et al (2008) Speeded-up robust features (SURF). Comput Vis Image Underst 110(3):346\u2013359","journal-title":"Comput Vis Image Underst"},{"key":"6793_CR2","first-page":"1","volume":"3","author":"H Chen","year":"2017","unstructured":"Chen H et al (2017) Scene image classification using locality-constrained linear coding based on histogram intersection. Multimed Tools Appl 3:1\u201312","journal-title":"Multimed Tools Appl"},{"key":"6793_CR3","unstructured":"Csurka G et al (2004) Visual categorization with bags of keypoints. In: Workshop on statistical learning in computer vision, ECCV, vol 1, pp 1\u201322"},{"key":"6793_CR4","doi-asserted-by":"crossref","unstructured":"Cula OG, Dana KJ (2001) Compact representation of bidirectional texture functions. In: Proceedings of the 2001 IEEE computer society conference on computer vision and pattern recognition, 2001. CVPR 2001, vol 1. IEEE","DOI":"10.1109\/CVPR.2001.990645"},{"key":"6793_CR5","doi-asserted-by":"crossref","unstructured":"Dang QB et al (2015) Camera-based document image retrieval system using local features-comparing SRIF with LLAH, SIFT, SURF and ORB. In: 2015 13th international conference on document analysis and recognition (ICDAR). IEEE","DOI":"10.1109\/ICDAR.2015.7333956"},{"key":"6793_CR6","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-10590-1_4","volume-title":"Large-scale object classification using label relation graphs. In: European conference on computer vision","author":"J Deng","year":"2014","unstructured":"Deng J et al (2014) Large-scale object classification using label relation graphs. In: European conference on computer vision. Springer, Cham"},{"key":"6793_CR7","unstructured":"Divya S, Goel S, Agarwal S (2017) Pipelined technique for image retrieval using texture and color. In: 2017 4th international conference on power control & embedded systems (ICPCES). IEEE"},{"key":"6793_CR8","unstructured":"Divya S et al (2018) Pattern-based image retrieval using GLCM. Neural Comput & Applic. Special issue: India Intl. Congress on Computational Intelligence, pp 1\u201314"},{"key":"6793_CR9","unstructured":"Ebrahim K, Prasad S, Shehata M (2017) Image matching using SIFT, SURF, BRIEF and ORB: performance comparison for distorted images. arXiv: 1710.02726"},{"issue":"9","key":"6793_CR10","doi-asserted-by":"publisher","first-page":"1627","DOI":"10.1109\/TPAMI.2009.167","volume":"32","author":"PF Felzenszwalb","year":"2010","unstructured":"Felzenszwalb PF, Girshick RB, McAllester D, Ramanan D (2010) Object detection with discriminatively trained partbased models. IEEE Trans Pattern Anal Mach Intell 32(9):1627\u20131645","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"20","key":"6793_CR11","doi-asserted-by":"publisher","first-page":"20609","DOI":"10.1007\/s11042-016-4003-0","volume":"76","author":"CT Ferraz","year":"2017","unstructured":"Ferraz CT, Gonzaga A (2017) Object classification using a local texture descriptor and a support vector machine. Multimed Tools Appl 76(20):20609\u201320641","journal-title":"Multimed Tools Appl"},{"key":"6793_CR12","doi-asserted-by":"publisher","first-page":"610","DOI":"10.1109\/TSMC.1973.4309314","volume":"6","author":"RM Haralick","year":"1973","unstructured":"Haralick RM, Shanmugam K (1973) Textural features for image classification. IEEE Trans Syst Man Cybern 6:610\u2013621","journal-title":"IEEE Trans Syst Man Cybern"},{"issue":"3","key":"6793_CR13","doi-asserted-by":"publisher","first-page":"295","DOI":"10.1023\/A:1009662215895","volume":"11","author":"K Hirata","year":"2000","unstructured":"Hirata K et al (2000) Integration of image matching and classification for multimedia navigation. Multimed Tools Appl 11(3):295\u2013309","journal-title":"Multimed Tools Appl"},{"issue":"12","key":"6793_CR14","doi-asserted-by":"publisher","first-page":"5826","DOI":"10.1109\/TIP.2015.2481325","volume":"24","author":"X Lan","year":"2015","unstructured":"Lan X, Ma AJ, Yuen PC, Chellappa R (2015) Joint sparse representation and robust feature-level fusion for multi-cue visual tracking. IEEE Trans Image Process 24(12):5826\u20135841","journal-title":"IEEE Trans Image Process"},{"key":"6793_CR15","unstructured":"Li F-F, Perona P (2005) A bayesian hierarchical model for learning natural scene categories. In: IEEE computer society conference on Computer Vision and Pattern Recognition CVPR 2005. vol 2, IEEE, 2005"},{"key":"6793_CR16","first-page":"1266","volume":"30","author":"L Li","year":"2016","unstructured":"Li L et al (2016) Recognizing complex activities by a probabilistic interval-based model. AAAI 30:1266\u20131272","journal-title":"AAAI"},{"issue":"2","key":"6793_CR17","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1023\/A:1008045108935","volume":"2","author":"T Lindeberg","year":"1998","unstructured":"Lindeberg T (1998) Feature detection with automatic scale selection. IJCV30 2 (2):79\u2013116","journal-title":"IJCV30"},{"key":"6793_CR18","first-page":"1150","volume":"2","author":"DG Lowe","year":"1999","unstructured":"Lowe DG (1999) Object recognition from local scale-invariant features. ICCV 2:1150\u20131157","journal-title":"ICCV"},{"issue":"4","key":"6793_CR19","first-page":"143","volume":"3","author":"J Luo","year":"2009","unstructured":"Luo J, Gwun O (2009) A comparison of sift, pca-sift and surf. International Journal of Image Processing (IJIP) 3(4):143\u2013152","journal-title":"International Journal of Image Processing (IJIP)"},{"key":"6793_CR20","doi-asserted-by":"crossref","unstructured":"Ma J et al (2014) A method of protein model classification and retrieval using bag-of-visual-features. In: Computational and mathematical methods in medicine 2014","DOI":"10.1155\/2014\/269394"},{"key":"6793_CR21","first-page":"525","volume":"1","author":"K Mikolajczyk","year":"2001","unstructured":"Mikolajczyk K, Schmid C (2001) Indexing based on scale invariant interest points. ICCV 1:525\u2013531","journal-title":"ICCV"},{"issue":"6","key":"6793_CR22","doi-asserted-by":"publisher","first-page":"e0157428","DOI":"10.1371\/journal.pone.0157428","volume":"11","author":"A Nouman","year":"2016","unstructured":"Nouman A et al (2016) A novel image retrieval based on visual words integration of SIFT and SURF. PloS One 11(6):e0157428","journal-title":"PloS One"},{"key":"6793_CR23","first-page":"490","volume":"2006","author":"E Nowak","year":"2006","unstructured":"Nowak E, Jurie F, Triggs B (2006) Sampling strategies for bag-of-features image classification. Comput Vis ECCV 2006:490\u2013503","journal-title":"Comput Vis ECCV"},{"key":"6793_CR24","unstructured":"O\u2019Hara S, Draper BA (2011) Introduction to the bag of features paradigm for image classification and retrieval. arXiv: 1101.3354"},{"issue":"1","key":"6793_CR25","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1016\/0031-3203(95)00067-4","volume":"29","author":"T Ojala","year":"1996","unstructured":"Ojala T, Pietik\u00e4inen M, Harwood D (1996) A comparative study of texture measures with classification based on featured distributions. Pattern Recog 29(1):51\u201359","journal-title":"Pattern Recog"},{"key":"6793_CR26","doi-asserted-by":"publisher","first-page":"176","DOI":"10.5201\/ipol.2015.69","volume":"5","author":"E Oyallon","year":"2015","unstructured":"Oyallon E, Rabin J (2015) An Analysis of the SURF method. Image Process Line 5:176\u2013218","journal-title":"Image Process Line"},{"issue":"1","key":"6793_CR27","doi-asserted-by":"publisher","first-page":"543","DOI":"10.1007\/s11042-013-1418-8","volume":"70","author":"A Porebski","year":"2014","unstructured":"Porebski A et al (2014) A new benchmark image test suite for evaluating colour texture classification schemes. Multimed Tools Appl 70(1):543\u2013556","journal-title":"Multimed Tools Appl"},{"key":"6793_CR28","doi-asserted-by":"publisher","first-page":"161","DOI":"10.1016\/S0933-3657(02)00057-X","volume":"26","author":"P Perner","year":"2002","unstructured":"Perner P, Perner H, Muller B (2002) Mining knowledge for HEp-2 cell image classification. Artif Intell Med 26:161\u2013173","journal-title":"Artif Intell Med"},{"issue":"1","key":"6793_CR29","first-page":"1005","volume":"2","author":"K Pooja","year":"2013","unstructured":"Pooja K, Saluja S, Agrawal S (2013) A survey on image classification approaches and techniques. Int J Adv Res in Comput Commun Eng 2(1):1005\u20131009","journal-title":"Int J Adv Res in Comput Commun Eng"},{"key":"6793_CR30","first-page":"257","volume":"2","author":"C Schmid","year":"2003","unstructured":"Schmid C, Mikolajczyk K (2003) A performance evaluation of local descriptors. ICPR 2:257\u2013263","journal-title":"ICPR"},{"key":"6793_CR31","first-page":"4","volume":"8","author":"BL Shivakumar","year":"2011","unstructured":"Shivakumar BL, Baboo LDSS (2011) Detection of region duplication forgery in digital images using SURF. IJCSI International Journal of Computer Science Issues 8:4","journal-title":"IJCSI International Journal of Computer Science Issues"},{"key":"6793_CR32","unstructured":"Shivajee P, Srivastava D, Agarwal S (2017) An efficient approach for dynamic PCA filter selection in PCANet for image classification. In: 2017 4th IEEE Uttar Pradesh section international conference on electrical, computer and electronics (UPCON). IEEE, pp 139\u2013144"},{"key":"6793_CR33","doi-asserted-by":"publisher","first-page":"224","DOI":"10.1016\/j.jvcir.2015.08.015","volume":"32","author":"M Verma","year":"2015","unstructured":"Verma M, Raman B (2015) Center symmetric local binary co-occurrence pattern for texture, face and bio-medical image retrieval. J Vis Commun Image Represent 32:224\u2013236","journal-title":"J Vis Commun Image Represent"},{"key":"6793_CR34","first-page":"25","volume-title":"The supervised learning no-free-lunch theorems. In: Soft computing and industry","author":"DH Wolpert","year":"2002","unstructured":"Wolpert DH (2002) The supervised learning no-free-lunch theorems. In: Soft computing and industry. Springer, London, pp 25\u201342"},{"issue":"10","key":"6793_CR35","doi-asserted-by":"publisher","first-page":"4442","DOI":"10.1109\/TIP.2012.2207392","volume":"21","author":"J Wu","year":"2012","unstructured":"Wu J (2012) Efficient HIK SVM learning for image classification. IEEE Trans Image Process 21(10):4442\u20134453","journal-title":"IEEE Trans Image Process"},{"issue":"3","key":"6793_CR36","doi-asserted-by":"publisher","first-page":"122","DOI":"10.2478\/msr-2013-0021","volume":"13","author":"J Wu","year":"2013","unstructured":"Wu J et al (2013) A comparative study of SIFT and its variants. Meas Sci Rev 13(3):122\u2013131","journal-title":"Meas Sci Rev"},{"key":"6793_CR37","unstructured":"Xiangyuan L, Ma AJ, Yuen PC (2014) Multi-cue visual tracking using robust feature-level fusion based on joint sparse representation.. In: Proceedings of the IEEE conference on computer vision and pattern recognition, pp 1194\u20131201"},{"key":"6793_CR38","unstructured":"Xiangyuan L, Zhang S, Yuen PC (2016) Robust joint discriminative feature learning for visual tracking. In: Proceedings of twenty-fifth international joint conference on artificial intelligence. IJCAI, pp 3403\u20133410"},{"key":"6793_CR39","unstructured":"Xiangyuan L, Yuen PC, Chellappa R (2017) Robust MIL-based feature template learning for object tracking. In: Proceedings of 31 AAAI conference on artificial intelligence. AAAI, pp 4118\u20134125"},{"key":"6793_CR40","unstructured":"Xiangyuan L et al (2018) Robust collaborative discriminative learning for rgb-infrared tracking. AAAI"},{"issue":"4","key":"6793_CR41","doi-asserted-by":"publisher","first-page":"2022","DOI":"10.1109\/TIP.2017.2777183","volume":"27","author":"L Xiangyuan","year":"2018","unstructured":"Xiangyuan L et al (2018) Learning common and feature-specific patterns: a novel multiple-sparse-representation-based tracker. IEEE Trans Image Process 27(4):2022\u20132037","journal-title":"IEEE Trans Image Process"},{"key":"6793_CR42","unstructured":"Yang J, Yu K, Gong Y (2009) Linear spatial pyramid matching using sparse coding for image classification. In: Proceedings IEEE Conf. Comput. Vis. Pattern Recog., pp 1794\u20131801"},{"key":"6793_CR43","first-page":"1617","volume":"2015","author":"L Ye","year":"2015","unstructured":"Ye L et al (2015) Action2activity: recognizing complex activities from sensor data. IJCAI 2015:1617\u20131623","journal-title":"IJCAI"},{"key":"6793_CR44","doi-asserted-by":"publisher","first-page":"108","DOI":"10.1016\/j.neucom.2015.08.096","volume":"181","author":"L Ye","year":"2016","unstructured":"Ye L et al (2016) From action to activity: sensor-based activity recognition. Neurocomputing 181:108\u2013115","journal-title":"Neurocomputing"},{"key":"6793_CR45","unstructured":"Ye L et al (2016) Fortune teller: predicting your career path. In Proceedings of 30th AAAI conference on artificial intelligence, vol 2016. AAAI, pp 201\u2013207"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-018-6793-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-018-6793-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-018-6793-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,3]],"date-time":"2026-04-03T22:36:54Z","timestamp":1775255814000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-018-6793-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,10,31]]},"references-count":45,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2019,6]]}},"alternative-id":["6793"],"URL":"https:\/\/doi.org\/10.1007\/s11042-018-6793-8","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,10,31]]},"assertion":[{"value":"27 February 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 September 2018","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 October 2018","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"31 October 2018","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}