A novel visual codebook model based on fuzzy geometry for large-scale image classification

Pattern Recognition - Tập 48 Số 10 - Trang 3125-3134 - 2015
Yanshan Li1, Qinghua Huang2, Weixin Xie1, Xuelong Li3
1ATR National Key Laboratory of Defense Technology, Shenzhen University, Shenzhen 518060, PR China#TAB#
2National Engineering Research Center for Tissue Restoration and Reconstruction, Guangzhou, PR China#TAB#
3The Center for OPTical IMagery Analysis and Learning (OPTIMAL), State Key Laboratory of Transient Optics and Photonics, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Scienc ...

Tóm tắt

Từ khóa


Tài liệu tham khảo

Rosenfeld, 1984, The diameter of a fuzzy set, Fuzzy Sets Syst., 13, 241, 10.1016/0165-0114(84)90059-9

Rosenfeld, 1985, The perimeter of a fuzzy set, Pattern Recognit., 18, 125, 10.1016/0031-3203(85)90035-4

Tao, 2011, Similar handwritten Chinese character recognition using discriminative locality alignment manifold learning, ICDAR, 1012

D.G. Lowe, Object recognition from local scale-invariant features, ICCV, 1999.

Tao, 2012, Discriminative information preservation for face recognition, Neurocomputing, 91, 11, 10.1016/j.neucom.2012.02.024

Tao, 2013, Rank preserving sparse learning for kinect based scene classification, IEEE Trans. Cybern., 43, 1406, 10.1109/TCYB.2017.2695655

F. Li, P. Pietro, A Bayesian hierarchical model for learning natural scene categories, CVPR 2005.

Li, 2007, Learning generative visual models from few training examples: an incremental Bayesian approach tested on 101 object categories, Comput. Vis. Image Underst., 106, 59, 10.1016/j.cviu.2005.09.012

Zhu, 2014, Weakly-supervised cross-domain dictionary learning for visual recognition, Int. J. Comput. Vis., 109, 42, 10.1007/s11263-014-0703-y

Cheng, 2013, Sparse representation and learning in visual recognition: theory and applications, Signal Process., 93, 1408, 10.1016/j.sigpro.2012.09.011

Wang, 2012, Supervised class-specific dictionary learning for sparse modeling in action recognition, Pattern Recognit., 45, 3902, 10.1016/j.patcog.2012.04.024

H. Lv, X. Lu, Y. Yuan, Data-dependent semi-supervised hyperspectral image classification, ChinaSIP, 2013.

Buckley, 1997, Fuzzy plane geometry I: Points and lines, Fuzzy Sets Syst., 86, 179, 10.1016/0165-0114(95)00342-8

Buckley, 1997, Fuzzy plane geometry II: Circles and polygons, Fuzzy Sets Syst., 87, 79, 10.1016/S0165-0114(96)00295-3

J. Wang, J. Yang, K. Yu, F. Lv, T. Huang, Y. Gong, Locality-constrained linear coding for image classification, in: Computer Vision and Pattern Recognition, CVPR, 2010.

L. Yang, R. Jin, R. Sukthankar, F. Jurie, Unifying discriminative visual codebook generation with classifier training for object category recognition, CVPR, 2008.

Shao, 2012, Human action segmentation and recognition via motion and shape analysis, Pattern Recognit. Lett., 33, 438, 10.1016/j.patrec.2011.05.015

L. Shen, S.H. Wang, G. Sun, S.Q. Jiang, Q.M. Huang, Multi-level discriminative dictionary learning towards hierarchical visual categorization, CVPR, 2013.

J. Yang, K. Yu, Y. Gong, T. Huang, Linear spatial pyramid matching using sparse coding for image classification, CVPR 2009.

Gemert, 2010, Visual word ambiguity, IEEE Trans. Pattern Anal. Mach. Intell., 32, 1271, 10.1109/TPAMI.2009.132

Shao, 2014, Learning deep and wide: a spectral method for learning deep networks, IEEE Trans. Neural Netw. Learn. Syst., 99, 1

Shao, 2014, Feature learning for image classification via multiobjective genetic programming, IEEE Trans. Neural Netw. Learn. Syst., 25, 1359, 10.1109/TNNLS.2013.2293418

Zhang, 2014, Learning object-to-class kernels for scene classification, IEEE Trans. Image Process., 23, 3241, 10.1109/TIP.2014.2328894

Shao, 2014, Spatio-temporal Laplacian pyramid coding for action recognition, IEEE Trans. Cybern., 44, 817, 10.1109/TCYB.2013.2273174

L. Liu, L. Shao, X. Li, Evolutionary Compact Embedding for Large-scale Image Classification, Information Sciences, online 2014. doi:10.1016/j.ins.2014.06.030.

Aharon, 2006, K-SVD: an algorithm for designing overcomplete dictionaries for sparse representation, IEEE Trans. Signal Process., 54, 4311, 10.1109/TSP.2006.881199

Pal, 1993, A review on image segmentation techniques, Pattern Recognit., 26, 1277, 10.1016/0031-3203(93)90135-J

P. Sprechmann, G. Sapiro, Dictionary learning and sparse coding for unsupervised clustering, ICASSP, 2010.

Wang, 2014, Shrink image by feature matrix decomposition, Neurocomputing, 140, 162, 10.1016/j.neucom.2014.03.025

Huang, 2011, Exploiting local coherent patterns for unsupervised feature ranking, IEEE Trans. Syst. Man Cybern. Part B Cybern., 41, 1471, 10.1109/TSMCB.2011.2151256

Goetschel, 1983, Topological properties of fuzzy numbers, Fuzzy Sets Syst., 10, 87, 10.1016/S0165-0114(83)80107-9

R. Ji, H. Yao, X. Sun, B. Zhong, W. Gao, Towards semantic embedding in visual vocabulary, CVPR, 2010.

R. Wang, Study of coverage and localization methods based on fuzzy information processing in sensor networks (Doctoral thesis), 2009.

Yan, 2013, Nonlocal hierarchical dictionary learning using wavelets for image denoising, IEEE Trans. Image Process., 22, 4689, 10.1109/TIP.2013.2277813

Pal, 1992, Fuzzy geometry in image analysis, Fuzzy Sets Syst., 48, 23, 10.1016/0165-0114(92)90249-4

Wang, 2013, Restricted Bayesian classification networks, Sci. China Inf. Sci., 56, 078105, 10.1007/s11432-012-4729-x

Yan, 2014, Image classification with densely sampled image windows and generalized adaptive multiple kernel learning, IEEE Trans. Cybern.

S. Lazebnik, C. Schmid, J. Ponce, Beyond bags of features: spatial pyramid matching for recognizing natural scene categories, CVPR, 2006.

Cao, 2014, Content-based image retrieval using high-dimensional information geometry, Sci. China Inf. Sci., 57, 072116, 10.1007/s11432-014-5086-8

Li, 2014, GA-SIFT: a new scale invariant feature transform for multispectral image using geometric algebra, Inf. Sci., 281, 559, 10.1016/j.ins.2013.12.022

Y. Li, W. Liu, Q. Huang, X. Li, Fuzzy bag of words for social image description, Multimed. Tools Appl., in press.

Dong, 2014, Texture classification and retrieval using shearlets and linear regression, IEEE Trans. Cybern.

Gao, 2014, Spectral-spatial constraint hyperspectral image classification, IEEE Trans. Geosci. Remote. Sens., 52, 1811, 10.1109/TGRS.2013.2255297

Zha, 2012, Interactive video indexing with statistical active learning, IEEE Trans. Multimed., 14, 17, 10.1109/TMM.2011.2174782

Zha, 2010, Visual query suggestion: towards capturing user intent in internet image search, ACM Trans. Multimed. Comput. Commun. Appl., 6, 10.1145/1823746.1823747

Zha, 2013, Activities with multi-camera context, IEEE Trans. Circuits Syst. Video Technol., 23, 856, 10.1109/TCSVT.2012.2226526

Liu, 2013, A sequential GM-based PHD filter for a linear Gaussian system, Sci. China Inf. Sci., 56, 102302, 10.1007/s11432-013-4901-y