Spatial locality-aware sparse coding and dictionary learning

Journal of Machine Learning Research

Volumn 25, Issue , 2012, Pages 491-505

  Wang, Jiang ^a   Yuan, Junsong ^b   Chen, Zhuoyuan ^a   Wu, Ying ^a  

^a not available   (United States)

^b NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

ENCODING (SYMBOLS); MACHINE LEARNING; SIGNAL ENCODING;

CLASSIFICATION ACCURACY; DICTIONARY LEARNING; ENCODING METHODS; SPATIAL INFORMATIONS; SPATIAL LOCALITY; SPATIAL PYRAMID MATCHING; SPATIAL RELATIONSHIPS; TRAINING COMPLEXITY;

IMAGE CLASSIFICATION;

EID: 84876867321     PISSN: 15324435     EISSN: 15337928     Source Type: Journal    
DOI: None     Document Type: Conference Paper

References (21)

1. Beck and Marc Teboulle. A fast iterative shrinkage-thresholding algorithm for linear inverse problems. SIAM Journal on Imaging Sciences, 2(1):183-202, 2009. URL http://iew3.technion.ac.il/̃becka/papers/71654.pdf.
2. Oren Boiman, Eli Shechtman, and Michal Irani. In defense of Nearest-Neighbor based image classification. In CVPR, number i. Ieee, June 2008. ISBN 978-1-4244-2242-5. doi: 10.1109/CVPR.2008.4587598. URL http://ieeexplore.ieee.org/lpdocs/epic03/wrapper.htm?arnumber=4587598.
3. L Feifei, R Fergus, and P Perona. Learning generative visual models from few training examples: An incremental Bayesian approach tested on 101 object categories. Computer Vision and Image Understanding, 106(1):59-70, April 2007. ISSN 10773142. doi: 10.1016/j.cviu.2005.09.012. URL http://linkinghub.elsevier. com/retrieve/pii/S1077314206001688.
4. R Fergus, P Perona, and A Zisserman I. Object class recognition by unsupervised scale-invariant learning. In CVPR, pages 264-271, 2003. URL http://ieeexplore.ieee.org/xpls/abs-all.jsp?arnumber=1211479.
5. Shenghua Gao, I. Tsang, and L.T. Chia. Kernel Sparse Representation for Image Classification and Face Recognition. ECCV, (i):1-14, 2010a. URLhttp://www.springerlink.com/index/68671G96035W3777.pdf.
6. Shenghua Gao, I.W.H. Tsang, L.T. Chia, and Peilin Zhao. Local features are not lonelyLaplacian sparse coding for image classification. In CVPR, pages 3555-3561. IEEE, 2010b. URL http://ieeexplore.ieee.org/xpls/abs-all.jsp? arnumber=5539943.
7. K Grauman and T Darrell. The pyramid match kernel: Discriminative classification with sets of image features. In ICCV. IEEE Computer Society, 2005. URL http://www.computer.org/portal/web/csdl/doi/10.1109/ICCV.2005.239.
8. S. Lazebnik, C. Schmid, and J Ponce. Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories. In CVPR, volume 2. IEEE, 2006. ISBN 0769525970. URL http://ieeexplore.ieee.org/xpls/abs-all.jsp? arnumber=1641019.
9. Honglak Lee, A. Battle, R. Raina, and A.Y. Ng. Efficient sparse coding algorithms. In NIPS, volume 19, page 801. Citeseer, 2007. URL http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.69.2112&rep= rep1&type=pdf.
10. Julien Mairal, Francis Bach, Jean Ponce, and Guillermo Sapiro. Online dictionary learning for sparse coding. ICML, 2009. doi: 10.1145/1553374.1553463. URL http://portal.acm.org/citation.cfm?doid=1553374.1553463.
11. Julien Mairal, Francis Bach, Inria Willow Project-team, and Guillermo Sapiro. Online Learning for Matrix Factorization and Sparse Coding. JMLR, 11:19-60, 2010.
12. Ignacio Ramirez, Pablo Sprechmann, and Guillermo Sapiro. Classification and clustering via dictionary learning with structured incoherence and shared features. In CVPR, number 1. IEEE, 2010. URL http://ieeexplore.ieee.org/xpls/ abs-all.jsp?arnumber=5539964.
13. Jinjun Wang, Jianchao Yang, Kai Yu, Fengjun Lv, Thomas Huang, and Yihong Gong. Locality-constrained Linear Coding for Image Classification. In CVPR, 2010.
14. Jianchao Yang, Kai Yu, Yihong Gong, and Thomas Huang. Linear Spatial Pyramid Matching Using Sparse Coding for Image Classification. In CVPR, 2009.
15. Jianchao Yang, Kai Yu, and Thomas Huang. Supervised Translation-Invariant Sparse Coding. In CVPR, 2010a.
16. Jianchao Yang, Kai Yu, and Thomas Huang. Efficient Highly Over-Complete Sparse Coding using a Mixture Model. ECCV, pages 113-126, 2010b. URL http://www.springerlink.com/index/KH22371487501W47.pdf.
17. Kai Yu and T. Zhang. Improved Local Coordinate Coding using Local Tangents. In ICML. Citeseer, 2010. URL http://citeseerx.ist.psu.edu/viewdoc/ download?doi=10.1.1.169.3105&rep=rep1&type=pdf.
18. Kai Yu, T. Zhang, and Y. Gong. Nonlinear learning using local coordinate coding. In NIPS, volume 22. Citeseer, 2009. URL http://citeseerx.ist.psu.edu/ viewdoc/download?doi=10.1.1.157.9788&rep=rep1&type=pdf.
19. Junsong Yuan and Ying Wu. Context-Aware Clustering. In CVPR, 2008.
20. Xi Zhou, Kai Yu, Tong Zhang, and Thomas S Huang. Image Classification using Super-Vector Coding of Local Image Descriptors. In ECCV, 2010.
21. Wangmeng Zuo, Zhouchen Lin, Zhenhua Guo, and David Zhang. The multiscale competitive code via sparse representation for palmprint verification. In CVPR, pages 2265-2272. IEEE, 2010. URL http://ieeexplore.ieee.org/xpls/abs-all.jsp? arnumber=5539909.