Super-resolution Person re-identification with semi-coupled low-rank discriminant dictionary learning

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

Volumn 07-12-June-2015, Issue , 2015, Pages 695-704

  Jing, Xiao Yuan ^a,c   Zhu, Xiaoke ^a   Wu, Fei ^a,c   You, Xinge ^b   Liu, Qinglong ^a   Yue, Dong ^c   Hu, Ruimin ^a   Xu, Baowen ^a  

^a WUHAN UNIVERSITY   (China)

^b HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

^c NANJING UNIVERSITY OF POSTS AND TELECOMMUNICATIONS   (China)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER VISION; MAPPING; OPTICAL RESOLVING POWER; PROBES;

DICTIONARY LEARNING; HIGH RESOLUTION; INTRINSIC FEATURES; LEARNED DICTIONARIES; LOW RESOLUTION; PERSON RE IDENTIFICATIONS; SUPER RESOLUTION; TRAINING IMAGE;

PATTERN RECOGNITION;

EID: 84959193802     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2015.7298669     Document Type: Conference Paper

References (37)

1. S. Bak, E. Corvee, F. Brémond, and M. Thonnat. Person re-identification using haar-based and dcd-based signature. In Advanced Video and Signal Based Surveillance (AVSS), IEEE Conference on, pages 1-8, 2010
2. A. Bedagkar-Gala and S. K. Shah. A survey of approaches and trends in person re-identification. Image and Vision Computing, 32(4):270-286, 2014
3. B. A. Draper, W. S. Yambor, and J. R. Beveridge. Analyzing PCA-based face recognition algorithms: Eigenvector selection and distance measures. Empirical Evaluation Methods in Computer Vision, Singapore, pages 1-15, 2002
4. X. Gao, K. Zhang, D. Tao, and X. Li. Image super-resolution with sparse neighbor embedding. Image Processing, IEEE Transactions on, 21(7):3194-3205, 2012
5. D. Gray, S. Brennan, and H. Tao. Evaluating appearance models for recognition, reacquisition, and tracking. In Performance Evaluation of Tracking and Surveillance, IEEE workshop on, 2007
6. D. Gray and H. Tao. Viewpoint invariant pedestrian recognition with an ensemble of localized features. In ECCV, pages 262-275. 2008
7. J. A. Hartigan and M. A. Wong. Algorithm as 136: A kmeans clustering algorithm. Applied statistics, pages 100-108, 1979
8. L. He, H. Qi, and R. Zaretzki. Beta process joint dictionary learning for coupled feature spaces with application to single image super-resolution. In CVPR, IEEE Conference on, pages 345-352, 2013
9. M. Hirzer, C. Beleznai, P. M. Roth, and H. Bischof. Person re-identification by descriptive and discriminative classification. In Image Analysis, pages 91-102. 2011
10. M. Hirzer, P. M. Roth, M. Köstinger, and H. Bischof. Relaxed pairwise learned metric for person re-identification. In ECCV, pages 780-793. 2012
11. D.-A. Huang and Y.-C. F. Wang. Coupled dictionary and feature space learning with applications to cross-domain image synthesis and recognition. In ICCV, IEEE Conference on, pages 2496-2503, 2013
12. H. Huang and H. He. Super-resolution method for face recognition using nonlinear mappings on coherent features. Neural Networks, IEEE Transactions on, 22(1):121-130, 2011
13. A. Ilyas, M. Scuturici, and S. Miguet. Inter-camera color calibration for object re-identification and tracking. In Soft Computing and Pattern Recognition (SoCPaR), IEEE Conference on, pages 188-193, 2010
14. M. Kostinger, M. Hirzer, P. Wohlhart, P. M. Roth, and H. Bischof. Large scale metric learning from equivalence constraints. In CVPR, IEEE Conference on, pages 2288-2295, 2012
15. P. Kumar and K. Dogancay. Analysis of brightness transfer function for matching targets across networked cameras. In Digital Image Computing Techniques and Applications (DICTA), IEEE Conference on, pages 250-255, 2011
16. Z. Lin, M. Chen, and Y. Ma. The augmented lagrange multiplier method for exact recovery of corrupted low-rank matrices. arXiv preprint arXiv:1009. 5055, 2010
17. X. Liu, M. Song, D. Tao, X. Zhou, C. Chen, and J. Bu. Semi-supervised coupled dictionary learning for person reidentification. In CVPR, IEEE Conference on, pages 3550-3557, 2014
18. L. Ma, C. Wang, B. Xiao, and W. Zhou. Sparse representation for face recognition based on discriminative low-rank dictionary learning. In CVPR, IEEE Conference on, pages 2586-2593, 2012
19. L. Ma, X. Yang, and D. Tao. Person re-identification over camera networks using multi-task distance metric learning. Image Processing, IEEE Transactions on, 23(8):3656-3670, 2014
20. H. Peng, B. Li, R. Ji, W. Hu, W. Xiong, and C. Lang. Salient object detection via low-rank and structured sparse matrix decomposition. In AAAI, pages 796-802, 2013
21. B. Prosser, S. Gong, and T. Xiang. Multi-camera matching using bi-directional cumulative brightness transfer functions. In BMVC, volume 8, pages 164-1, 2008
22. P. Salvagnini, L. Bazzani, M. Cristani, and V. Murino. Person re-identification with a ptz camera: An introductory study. In ICIP, pages 3552-3556, 2013
23. W. R. Schwartz and L. S. Davis. Learning discriminative appearance-based models using partial least squares. In Computer Graphics and Image Processing (SIBGRAPI), Brazilian Symposium on, pages 322-329, 2009
24. S. Tahir and A. Cavallaro. Cost-effective features for reidentification in camera networks. Circuits and Systems for Video Technology, IEEE Transactions on, 24(8):1362-1374, 2014
25. S. Wang, L. Zhang, Y. Liang, and Q. Pan. Semi-coupled dictionary learning with applications to image super-resolution and photo-sketch synthesis. In CVPR, IEEE Conference on, pages 2216-2223, 2012
26. J. Wright, A. Ganesh, S. Rao, Y. Peng, and Y. Ma. Robust principal component analysis: Exact recovery of corrupted low-rank matrices via convex optimization. In NIPS, pages 2080-2088, 2009
27. J. Yang, Z. Lin, and S. Cohen. Fast image super-resolution based on in-place example regression. In CVPR, IEEE Conference on, pages 1059-1066, 2013
28. J. Yang, Z. Wang, Z. Lin, S. Cohen, and T. Huang. Coupled dictionary training for image super-resolution. Image Processing, IEEE Transactions on, 21(8):3467-3478, 2012
29. J. Yang, J. Wright, T. S. Huang, and Y. Ma. Image superresolution via sparse representation. Image Processing, IEEE Transactions on, 19(11):2861-2873, 2010
30. M. Yang, D. Zhang, and X. Feng. Fisher discrimination dictionary learning for sparse representation. In ICCV, IEEE Conference on, pages 543-550, 2011
31. Y. Yang, J. Yang, J. Yan, S. Liao, D. Yi, and S. Z. Li. Salient color names for person re-identification. In ECCV, pages 536-551. 2014
32. H. Zhang, J. Yang, Y. Zhang, N. M. Nasrabadi, and T. S. Huang. Close the loop: Joint blind image restoration and recognition with sparse representation prior. In ICCV, IEEE Conference on, pages 770-777, 2011
33. R. Zhao, W. Ouyang, and X. Wang. Person re-identification by salience matching. In ICCV, IEEE Conference on, pages 2528-2535, 2013
34. R. Zhao, W. Ouyang, and X. Wang. Unsupervised salience learning for person re-identification. In CVPR, IEEE Con-ference on, pages 3586-3593, 2013
35. W.-S. Zheng, S. Gong, and T. Xiang. Associating groups of people. In BMVC, pages 23. 1-23. 11, 2009
36. W.-S. Zheng, S. Gong, and T. Xiang. Reidentification by relative distance comparison. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 35(3):653-668, 2013
37. Y. Zhuang, Y. F. Wang, F. Wu, Y. Zhang, and W. Lu. Supervised coupled dictionary learning with group structures for multi-modal retrieval. In AAAI, pages 1070-1076, 2013.