Visual Tracking Using Attention-Modulated Disintegration and Integration

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

Volumn 2016-December, Issue , 2016, Pages 4321-4330

  Choi, Jongwon ^a   Chang, Hyung Jin ^b   Jeong, Jiyeoup ^a   Demiris, Yiannis ^b   Choi, Jin Young ^a  

^a Department of Aerospace Engineering   (South Korea)

^b IMPERIAL COLLEGE LONDON   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER VISION; TRACKING (POSITION);

BENCHMARK DATASETS; EXPERIMENTAL COMPARISON; FEATURE BASED CORRELATION; TARGET OBJECT; VISUAL TRACKING; VISUAL TRACKING ALGORITHM;

PATTERN RECOGNITION;

EID: 84986296607     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2016.468     Document Type: Conference Paper

References (50)

1. J. F. Henriques, R. Caseiro, P. Martins, and J. Batista, "High-Speed Tracking with Kernelized Correlation Filters", IEEE Transactions on PAMI, 2015.
2. D. S. Bolme, J. R. Beveridge, B. A. Draper, and Y. M. Lui, "Visual Object Tracking using Adaptive Correlation Filters", CVPR, 2010.
3. Z. Kalal, K. Mikolajczyk, and J. Matas, "Tracking-Learning-Detection", IEEE Transactions on PAMI, 2010.
4. S. Hare, A. Saffari, and P. H. S. Torr, "Struck: Structured Output Tracking with Kernels", ICCV, 2011.
5. Z. Hong, Z. Chen, C. Wang, X. Mei, D. Prokhorov, and D. Tao, "MUlti-Store Tracker (MUSTer): A Cognitive Psychology Inspired Approach to Object Tracking", CVPR, 2015.
6. M. Danellijan, G. Häger, F. S. Khan, M. Felsberg, "Accurate Scale Estimation for Robust Visual Tracking", BMVC, 2014.
7. J. Zhang, S. Ma, and S. Sclaroff, "MEEM: Robust Tracking via Multiple Experts using Entropy Minimization", ECCV, 2014.
8. J. Kwon and K. M. Lee, "Visual Tracking Decomposition", CVPR, 2010.
9. J. Kwon and K. M. Lee, "Tracking by Sampling Trackers", ICCV, 2011.
10. W. Zhong, H. Lu, and M.-H. Yang, "Robust Object Tracking via Sparsity-based Collaborative Model", CVPR, 2012.
11. X. Jia, H. Lu, and M.-H. Yang, "Visual Tracking via Adaptive Structural Local Sparse Appearance Model", CVPR, 2012.
12. J. Kim, D. Han, Y. Tai, and J. Kim, "Salient Region Detection via High-Dimensional Color Transform", CVPR, 2014.
13. H. Grabner, M. Grabner, and H. Bischof, "Real-Time Tracking via On-line Boosting", BMVC, 2006.
14. L. Wang, H. Lu, X. Ruan, and M.-H. Yang, "Deep Networks for Saliency Detection via Local Estimation and Global Search", CVPR, 2015.
15. N. Tong, H. Lu, X. Ruan, and M.-H. Yang, "Salient Object Detection via Bootstrap Learning", CVPR, 2015.
16. C. Li, Y. Yuan, W. Cai, Y. Xia, and D. D. Feng, "Robust Saliency Detection via Regularized RandomWalks Ranking", CVPR, 2015.
17. R. Zhao, W. Ouyang, H. Li, and X. Wang, "Saliency Detection by Multi-Context Deep Learning", CVPR, 2015.
18. H. Jiang, J. Wang, Z. Yuan, Y. Wu, N. Zheng, and S. Li, "Salient Object Detection: A Discriminative Regional Feature Integration Approach", CVPR, 2013.
19. C. Gong, D. Tao, W. Liu, S. J. Maybank, M. Fang, K. Fu, and J. Yang, "Saliency Propagation from Simple to Difficult", CVPR, 2015.
20. X. Li, H. Lu, L. Zhang, X. Ruan, and M.-H. Yang, "Saliency Detection via Dense and Sparse Reconstruction", ICCV, 2013.
21. W.Wang, J. Shen, and F. Porikli, "Saliency-Aware Geodesic Video Object Segmentation", CVPR, 2015.
22. J. Gall, A. Yao, N. Razavi, L. V. Gool, and V. Lempitsky, "Hough Forests for Object Detection, Tracking, and Action Recognition", IEEE Transactions on PAMI, 2011.
23. F. Yang, H. Lu, and Y. Chen, "Human Tracking by Multiple Kernel Boosting with Locality Affinity Constraints", ACCV, 2010.
24. L. Breiman, J. H. Friedman, R. A. Olshen, and C. J. Stone, "Classification and Regression Trees", Wadsworth & Brooks/Cole Advanced Books & Software, 1984.
25. C. Ma, X. Yang, C. Zhang, and M.-H. Yang, "Long-term Correlation Tracking", CVPR, 2015.
26. J. Choi and J. Y. Choi, "User Interactive Segmentation with Partially Growing Random Forest", ICIP, 2015.
27. Y. Wu, J. Lim, and M.-H. Yang, "Online Object Tracking: A Benchmark", CVPR, 2010.
28. H. Yang, L. Shao, F. Zheng, L. Wang, and Z. Song, "Recent advances and trends in visual tracking: A review", Neurocomputing, 2011.
29. K. Cannons, "A Review of Visual Tracking", Technical Report CSE-2008-07, York University, Canada, 2008.
30. H. J. Chang, H. Jeong and J. Y. Choi, "Active attentional sampling for speed-up of background subtraction", CVPR, 2012.
31. K. Lee, D. Ognibene, H. J. Chang, T. K. Kim and Y. Demiris, "STARE: Spatio-Temporal Attention Relocation for Multiple Structured Activities Detection", IEEE Transactions on Image Processing,2015.
32. G. Sharma, F. Jurie, and C. Schmid, "Discriminative Spatial Saliency for Image Classification", CVPR, 2012.
33. O. Russakovsky, Y. Lin, K. Yu, and L. Fei-Fei, "Objectcentric Spatial Pooling for Image Classification", ECCV, 2012.
34. B. Heo, H. Jeong, J. Kim, S. Choi, and J. Y. Choi, "Weighted Pooling Based on Visual Saliency for Image Classification", ISVC, 2014.
35. S. Hong, T. You, S. Kwak, and B. Han, "Online Tracking by Learning Discriminative Saliency Map with Convolutional Neural Network", ICML, 2015.
36. S. Gauglitz, T. Höllerer, and M. Turk, "Evaluation of Interest Point Detectors and Feature Descriptors for Visual Tracking", IJCV, 2011.
37. P. Dollár, "Piotr's Computer Vision Matlab Toolbox (PMT)", http://vision.ucsd.edu/pdollar/toolbox/doc/index.html.
38. B. Babenko, M.-H. Yang, and S. Belongie, "Robust Object Tracking with Online Multiple Instance Learning", TPAMI, 2011.
39. K. Zhang, L. Zhang, and M.-H. Yang, "Real-time Compressive Tracking", ECCV, 2012.
40. J. F. Henriques, R. Caseiro, P. Martins, and J. Batista, "Exploiting the Circulant Structure of Tracking-by-detection with Kernels", ECCV, 2012.
41. L. Sevilla-Lara and E. Learned-Miller, "Distribution Fields for Tracking", CVPR, 2012.
42. A.W.M. Smeulders, D. M. Chu, R. Cucchiara, S. Calderara, A. Dehghan, and M. Shah, "Visual Tracking: An Experimental Survey", TPAMI, 2013.
43. P. Felzenszwalb, R. Girshick, D. McAllester, and D. Ramanan, "Object detection with discriminatively trained partbased models", TPAMI, 2010.
44. Y. Lu, W. Zhang, C. Jin, and X. Xue, "Learning Attention Map from Images", CVPR, 2012.
45. J. Kwon and K. M. Lee, "Tracking by Sampling and Integrating Multiple Trackers", TPAMI, 2014.
46. Y. Yeshurun and M. Carrasco, "Attention Improves or Impairs Visual Performance by Enhancing Spatial Resolution", Nature, 1998.
47. Q. Bai, Z.Wu, S. Sclaroff, M. Betke, and C. Monnier, "Randomized Ensemble Tracking", ICCV, 2013.
48. J. Gao, H. Ling, W. Hu, and J. Xing, "Transfer Learning Based Visual Tracking with Gaussian Processes Regression", ECCV, 2014.
49. D. Lee, J. Sim, and C. Kim, "Multihypothesis Trajectory Analysis for Robust Visual Tracking", CVPR, 2015.
50. B. Lee, K. Yun, J. Choi, J. Y. Choi, "Robust Pan-Tilt-Zoom Tracking via Optimization Combining Motion Features and Appearance Correlations", Conference on Advanced Video and Signal based Surveillance, 2015.