Local features are not lonely - Laplacian sparse coding for image classification

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition

Volumn , Issue , 2010, Pages 3555-3561

  Gao, Shenghua ^a   Tsang, Ivor Wai Hung ^a   Chia, Liang Tien ^a   Zhao, Peilin ^a  

^a NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

A-LAPLACIAN; CODEBOOK GENERATION; CODEBOOKS; DATA SETS; EXCELLENT PERFORMANCE; HISTOGRAM INTERSECTION; IMAGE REPRESENTATIONS; LAPLACIAN MATRICES; LAPLACIANS; LOCAL FEATURE; OBJECTIVE FUNCTIONS; ORIGINAL SIGNAL; SPARSE CODING; SPARSE REPRESENTATION; SPARSE SIGNALS; STATE-OF-THE-ART PERFORMANCE; VISUAL WORD;

COMPUTER VISION; IMAGE ANALYSIS; IMAGE CODING; LAPLACE TRANSFORMS; MATRIX ALGEBRA;

COMPUTATIONAL METHODS;

EID: 77955994285     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2010.5539943     Document Type: Conference Paper

References (25)

1. O. Boiman, E. Shechtman, and M. Irani. In defense of nearest-neighbor based image classification. In CVPR, Anchorage, Alaska, USA, 24-26 June 2008. 1, 4
2. A. Bosch, A. Zisserman, and X. Munoz. Representing shape with a spatial pyramid kernel. In Proceedings of the International Conference on Image and Video Retrieval, 2007. 4
3. R. Fergus, P. Perona, and A. Zisserman. A sparse object category model for efficient learning and exhaustive recognition. CVPR, 1:380-387, 2005. 1
4. K. Grauman and T. Darrell. The pyramid match kernel: Discriminative classification with sets of image features. In ICCV 2005, 2005. 1
5. G. Griffin, A. Holub, and P. Perona. Caltech-256 object category dataset. In Technical Report, 2007. 5
6. P. Jain, B. Kulis, and K. Grauman. Fast image search for learned metrics. In CVPR, 24-26 June 2008, Anchorage, Alaska, USA. 4
7. K. Kavukcuoglu, M. Ranzato, R. Fergus, and Y. LeCun. Learning invariant features through topographic filter maps. In CVPR, Florida, USA, June 2009. 2, 3
8. S. Lazebnik, C. Schmid, and J. Ponce. Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories. In CVPR, New York, USA, 17-22 June 2006, pages 2169-2178. 1, 4, 5
9. H. Lee, A. Battle, R. Raina, and A. Y. Ng. Efficient sparse coding algorithms. In NIPS, Vancouver, British Columbia, Canada, December 4-7, 2006, pages 801-808. 3
10. L.-J. Li and L. Fei-Fei. What, where and who? classifying events by scene and object recognition. In ICCV, Rio de Janeiro, Brazil, October 14-20, 2007. 5
11. D. G. Lowe. Distinctive image features from scale-invariant keypoints. International Journal of Computer Vision(IJCV), 60(2):91-110, 2004. 4
12. Z. Lu and H. H. Ip. Image categorization by learning with context and consistency. In CVPR, Florida, USA, June 2009. 6
13. Z. Lu and H. H. Ip. Image categorization with spatial mis-match kernels. In CVPR, Florida, USA, June 2009. 5, 6
14. J. Mairal, F. Bach, J. Ponce, G. Sapiro, and A. Zisserman. Discriminative learned dictionaries for local image analysis. In CVPR, Anchorage, Alaska, USA, 24-26 June 2008. 2
15. J. Mairal, F. Bach, J. Ponce, G. Sapiro, and A. Zisserman. Non-local sparse models for image restoration. In ICCV, Kyoto, Japan, Sep. 27-Oct. 4, 2009. 2, 3
16. J. Philbin, O. Chum, M. Isard, J. Sivic, and A. Zisserman. Object retrieval with large vocabularies and fast spatial matching. In CVPR, Minneapolis, Minnesota, USA, 18-23 June 2007. 1
17. R. Raina, A. Battle, H. Lee, B. Packer, and A. Y. Ng. Self-taught learning: transfer learning from unlabeled data. In ICML, Corvalis, Oregon, USA, June 20-24, 2007, pages 759-766. 2
18. J. Sivic and A. Zisserman. Video google: A text retrieval approach to object matching in videos. In ICCV, Nice, France, 14-17 October 2003,, pages 1470-1477. 1
19. J. C. van Gemert, J. M. Geusebroek, C. J. Veenman, and A. W. M. Smeulders. Kernel codebooks for scene categorization. In ECCV, October 2008. 1, 5
20. C.Wang, D. Blei, and L. Fei-Fei. Simultaneous image classification and annotation. In CVPR, Florida, USA, June 2009. 4
21. C. Wang, S. Yan, L. Zhang, and H.-J. Zhang. Multi-label sparse coding for automatic image annotation. In CVPR, Florida, USA, June 2009. 1
22. J.Wu and J.M. Rehg. Beyond the euclidean distance: Creating effective visual codebooks using the histogram intersection kernel. In ICCV, Kyoto, Japan, Sep. 27-Oct. 4, 2009. 1, 4, 5
23. Z. Wu, Q. Ke, M. Isard, and J. Sun. Bundling features for large scale partial-duplicate web image search. In CVPR, Florida, USA, June 2009. 3
24. D. Xu and S.-F. Chang. Video event recognition using kernel methods with multilevel temporal alignment. IEEE Trans. on Pattern Analysis and Machine Intelligence, 30(11):1985-1997, 2008. 1
25. J. Yang, K. Yu, Y. Gong, and T. Huang. Linear spatial pyramid matching using sparse coding for image classification. In CVPR, Florida, USA, June 2009. 1, 2, 4, 5, 6