CSIFT based locality-constrained linear coding for image classification

Pattern Analysis and Applications

Volumn 18, Issue 2, 2015, Pages 441-450

  Chen, Junzhou ^a   Li, Qing ^a   Peng, Qiang ^a   Wong, Kin Hong ^b  

^a SOUTHWEST JIAOTONG UNIVERSITY   (China)

^b CHINESE UNIVERSITY OF HONG KONG   (Hong Kong)

Author keywords

CSIFT; Image classification; LLC; Sparse coding

Indexed keywords

EID: 84925488406     PISSN: 14337541     EISSN: 1433755X     Source Type: Journal    
DOI: 10.1007/s10044-014-0427-1     Document Type: Article

References (27)

1. Lowe DG (2004) Distinctive image features from scale-invariant keypoints. Int J Comput Vis 60(2):91–110
2. Geusebroek J-M, van den Boomgaard R, Smeulders AWM, Geerts H (2001) Color invariance. IEEE Trans Pattern Anal Mach Intell 23(12):1338–1350
3. Abdel-Hakim AE, Farag AA (2006) Csift: a sift descriptor with color invariant characteristics. In: 2006 IEEE computer society conference on computer vision and pattern recognition, vol 2. IEEE, pp 1978–1983
4. Van De Weijer J, Gevers T, Bagdanov AD (2006) Boosting color saliency in image feature detection. IEEE Trans Pattern Anal Mach Intell 28(1):150–156
5. Burghouts GJ, Geusebroek J-M (2009) Performance evaluation of local colour invariants. Comput Vis Image Underst 113(1):48–62
6. Gevers T, Gijsenij A, Van de Weijer J, Geusebroek J-M (2012) Color in computer vision: fundamentals and applications, vol 24. Wiley, New York
7. Goldfarb D, Idnani A (1983) A numerically stable dual method for solving strictly convex quadratic programs. Math Program 27(1):1–33
8. Csurka G, Dance C, Fan L, Willamowski J, Bray C (2004) Visual categorization with bags of keypoints. In: Workshop on statistical learning in computer vision, ECCV, vol 1, pp 22
9. Lazebnik S, Schmid C, Ponce J (2006) Beyond bags of features: spatial pyramid matching for recognizing natural scene categories. In: 2006 IEEE computer society conference on computer vision and pattern recognition, vol 2. IEEE, pp 2169–2178
10. Shabou A, LeBorgne H (2012) Locality-constrained and spatially regularized coding for scene categorization. In: 2012 IEEE conference on computer vision and pattern recognition (CVPR). IEEE, pp 3618–3625
11. Yang J, Yu K, Gong Y, Huang T (2009) Linear spatial pyramid matching using sparse coding for image classification. In: IEEE conference on computer vision and pattern recognition, 2009. CVPR 2009. IEEE, pp 1794–1801
12. Yu K, Zhang T, Gong Y (2009) Nonlinear learning using local coordinate coding. Adv Neural Inf Process Syst 22:2223–2231
13. Wang J, Yang J, Yu K, Lv F, Huang T, Gong Y (2010) Locality-constrained linear coding for image classification. In: 2010 IEEE conference on computer vision and pattern recognition (CVPR). IEEE, pp 3360–3367
14. Yang J, Yu K, Huang T (2010) Supervised translation-invariant sparse coding. In: 2010 IEEE conference on computer vision and pattern recognition (CVPR). IEEE, pp 3517–3524
15. Liu L, Wang L, Liu X (2011) In defense of soft-assignment coding. In: 2011 IEEE international conference on computer vision (ICCV). IEEE, pp 2486–2493
16. Yang M, Zhang L, Feng X, Zhang D (2011) Fisher discrimination dictionary learning for sparse representation. In: 2011 IEEE international conference on computer vision (ICCV). IEEE, pp 543–550
17. Shafer SA (1985) Using color to separate reflection components. Color Res Appl 10(4):210–218
18. Gevers T, Van De Weijer J, Stokman H et al (2007) Color feature detection. Color image processing: methods and applications, pp 203–226
19. Gevers T, Smeulders WM et al (1999) Color based object recognition. Pattern Recognit 32(3):453–464
20. van de Sande KEA, Gevers T, Snoek CGM (2010) Evaluating color descriptors for object and scene recognition. IEEE Trans Pattern Anal Mach Intell 32(9):1582–1596
21. Lowe DG (1999) Object recognition from local scale-invariant features. In: The proceedings of the seventh IEEE international conference on computer vision, vol 2. IEEE, pp 1150–1157
22. Bosch A, Zisserman A, Muoz X (2008) Scene classification using a hybrid generative/discriminative approach. IEEE Trans Pattern Anal Mach Intell 30(4):712–727
23. Hering E (1964) Outlines of a theory of the light sense, vol 344. Harvard University Press, Cambridge
24. Fei-Fei L, Fergus R, Perona P (2006) One-shot learning of object categories. IEEE Trans Pattern Anal Mach Intell 28(4):594–611
25. Griffin G, Holub A, Perona P (2007) Caltech-256 object category dataset
26. Fan R-E, Chang K-W, Hsieh C-J, Wang X-R, Lin C-J (2008) Liblinear: a library for large linear classification. J Mach Learn Res 9:1871–1874
27. Khan R, Van de Weijer J, Khan FS, Muselet D, Ducottet C, Barat C (2013) Discriminative color descriptors. In: 2013 IEEE conference on computer vision and pattern recognition (CVPR). IEEE, pp 2866–2873