Robust visual tracking using dynamic feature weighting based on multiple dictionary learning

European Signal Processing Conference

Volumn 2016-November, Issue , 2016, Pages 2166-2170

  Liu, Renfei ^a,b   Lan, Xiangyuan ^a   Yuen, Pong C ^a   Feng, G C ^b  

^a HONG KONG BAPTIST UNIVERSITY   (Hong Kong)

^b SUN YAT SEN UNIVERSITY   (China)

Author keywords

Dictionary learning; Feature weighting; Sparse coding; Visual tracking

Indexed keywords

TRACKING (POSITION);

APPEARANCE MODELING; DICTIONARY LEARNING; FEATURE WEIGHTING; MULTIPLE DICTIONARIES; SPARSE CODING; SPARSE REPRESENTATION; VISUAL TRACKING; WEIGHTED FEATURES;

SIGNAL PROCESSING;

EID: 85005966685     PISSN: 22195491     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EUSIPCO.2016.7760632     Document Type: Conference Paper

References (16)

1. X. Mei and H. Ling, "Robust visual tracking using L1 minimization", in Proc. ICCV, pages 1436-1443, 2009.
2. F. Yang, Z. Jiang and L. S. Davis, "Online discriminative dictionary learning for visual tracking", in Proc. WACV, pages 854-861, 2014.
3. J. Mairal, F. Bach, and J. Ponce, "Task-driven dictionary learning", IEEE Trans Pattern Anal. Mach. Intell., 34(4):791-804, 2012.
4. J. Xing, J. Gao, B. Li, W. Hu, and S. Yan, "Robust object tracking with online multi-lifespan dictionary learning", in Proc. ICCV, pages 665-672, 2013.
5. H. Fan and J. Xiang, "Robust visual tracking with multitask joint dictionary learning", IEEE Trans. Circuits Syst. Video Technol., DOI: 10.1109/TCSVT.2016.2515738.
6. M. Aharon, M. Elad, and A. Bruckstein, "K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation", IEEE Trans. Sig. Proc., 54(11):4311-4322, 2006.
7. T. Zhang, B. Ghanem, S. Liu, and N. Ahuja, "Robust visual tracking via multi-task sparse learning", in Proc. CVPR, pages 2042-2049, 2012.
8. S. Zhang, H. Yao, X. Sun and S. Liu, "Sparse coding based visual tracking: Review and experimental comparison", Pattern Recogn., 46(7):1772-1788, 2013.
9. X. Lan, A. J. Ma, and P. C. Yuen, "Multi-Cue Visual Tracking Using Robust Feature-Level Fusion Based on Joint Sparse Representation", in Proc. CVPR, pages 1194-1201, 2014.
10. X. Lan, A. J. Ma, P. C. Yuen and R. Chellappa, "Joint Sparse Representation and Robust Feature-Level Fusion for Multi-Cue Visual Tracking." IEEE Trans Image Process., 24(12):5826-5841, 2015.
11. N. Dalal and B. Triggs, "Histograms of oriented gradients for human detection", in Proc. CVPR, pages 886-893, 2005.
12. T. Ojala, M. Pietikäinen and T. Mäenpää, "Multiresolution gray-scale and rotation invariant texture classification with local binary pattern", IEEE Trans Pattern Anal. Mach. Intell., 24(7):971-987, 2002.
13. L. Sevilla-Lara and E. Learned-Miller, "Distribution fields for tracking", in CVPR, pages 1910-1917, 2012.
14. D. Ross, J. Lim, R. Lin and M. Yang, "Incremental learning for robust visual tracking", in Int. J. Comput. Vision, 77(1-3):125-141, 2008.
15. J. Yang, K. Yu, Y. Gong, and T. S. Huang, "Linear spatial pyramid matching using sparse coding for image classification", in Proc. CVPR, pages 1794-1801, 2009.
16. Z. Jiang, Z. Lin, and L. S. Davis, "Learning a discriminative dictionary for sparse coding via label consistent k-SVD", in Proc. CVPR, pages 1697-1704, 2011.