Robust object tracking with online multi-lifespan dictionary learning

Proceedings of the IEEE International Conference on Computer Vision

Volumn , Issue , 2013, Pages 665-672

  Xing, Junliang ^a   Gao, Jin ^a   Li, Bing ^a   Hu, Weiming ^a   Yan, Shuicheng ^b  

^a INSTITUTE OF AUTOMATION   (China)

^b NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

Author keywords

dictionary learning; Object tracking; sparse representation; template update

Indexed keywords

IMAGE PROCESSING;

BAYESIAN SEQUENTIAL ESTIMATIONS; DICTIONARY LEARNING; L1-NORM MINIMIZATIONS; OBJECT TRACKING; SPARSE REPRESENTATION; TEMPLATE UPDATES; TRACKING APPROACHES; TRACKING PERFORMANCE;

TARGET TRACKING;

EID: 84898788540     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCV.2013.88     Document Type: Conference Paper

References (28)

1. A. Adam, E. Rivlin, and I. Shimshoni. Robust fragments-based tracking using the integral histogram. In CVPR, 2006.
2. M. Aharon, M. Elad, and A. Bruckstein. K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation. TSP, 54(11):4311-22, 2006.
3. S. Avidan. Ensemble tracking. TPAMI, 29(2):261-71, 2007.
4. B. Babenko, M. Yang, and S. Belongie. Robust object tracking with online multiple instance learning. TPAMI, 33(8):1619-32, 2011.
5. C. Bao, Y. Wu, H. Ling, and H. Ji. Real time robust-1 tracker using accelerated proximal gradient approach. In CVPR, 2012.
6. M. Black and A. Jepson. Eigentracking: Robust matching and tracking of articulated objects using a view-based representation. IJCV, 25(1):63-84, 1998.
7. D. Comaniciu and P. Meer. Kernel-based object tracking. TPAMI, 25(5):564-77, 2003.
8. K. Delgado, J. Murray, B. Rao, K. Engan, T. Lee, and T. Sejnowski. Dictionary learning algorithms for sparse representation. Neural Comput., 15(2):349-96, 2003.
9. B. Efron, T. Hastie, I. Johnstone, and R. Tibshirani. Least angle regression. Ann. Stat., 32(2):407-51, 2004.
10. M. Godec, P. Roth, and H. Bischof. Hough-based tracking of nonrigid objects. CVIU, 117(10):1245-1256, 2013.
11. H. Grabner, M. Grabner, and H. Bischof. Real-time tracking via online boosting. In BMVC, 2006.
12. M. Isard and A. Blake. Condensation-conditional density propagation for visual tracking. IJCV, 29(1):5-28, 1998.
13. X. Jia, H. Lu, and M. Yang. Visual tracking via adaptive structural local sparse appearance model. In CVPR, 2012.
14. J. Kwon and K. Lee. Visual tracking decomposition. In CVPR, 2010.
15. Y. Li, H. Ai, T. Yamashita, S. Lao, and M. Kawade. Tracking in low frame rate video: A cascade particle filter with discriminative observers of different life spans. TPAMI, 30(10):1728-40, 2008.
16. L. Ma, C. Wang, B. Xiao, and W. Zhou. Sparse representation for face recognition based on discriminative low-rank dictionary learning. In CVPR, 2012.
17. J. Mairal, F. Bach, and J. Ponce. Task-driven dictionary learning. TPAMI, 34(4):791-804, 2012.
18. J. Mairal, F. Bach, J. Ponce, and G. Sapiro. Online learning for matrix factorization and sparse coding. JMLR, 11:19-60, 2010.
19. X. Mei and H. Ling. Robust visual tracking using-1 minimization. In ICCV, 2009.
20. X. Mei, H. Ling, Y. Wu, E. Blasch, and L. Bai. Minimum error bounded efficient-1 tracker with occlusion detection. In CVPR, 2011.
21. W. Press, S. Teukolsky, W. Vetterling, and B. Flannery. Numerical Recipes: The Art of Scientific Computing (3rd Edition). Cambridge University Press, New York, 2007.
22. D. Ross, J. Lim, R. Lin, and M. Yang. Incremental learning for robust visual tracking. IJCV, 77(1-3):125-41, 2008.
23. I. Tosic and P. Frossard. Dictionary learning. IEEE Signal Process. Mag., 28(2):27-38, 2011.
24. M. Yaghoobi, T. Blumensath, and M. Davies. Dictionary learning for sparse approximations with the majorization method. TSP, 57(6):2178-91, 2009.
25. A. Yilmaz, O. Javed, and M. Shah. Object tracking: A survey. ACM Comput. Surv., 38(4):1-45, 2006.
26. T. Zhang, B. Ghanem, S. Liu, and N. Ahuja. Low-rank sparse learning for robust visual tracking. In ECCV, 2012.
27. T. Zhang, B. Ghanem, S. Liu, and N. Ahuja. Robust visual tracking via multi-task sparse learning. In CVPR, 2012.
28. W. Zhong, H. Lu, and M. Yang. Robust object tracking via sparsitybased collaborative model. In CVPR, 2012.