A random projections model for object tracking under variable pose and multi-camera views

2009 3rd ACM/IEEE International Conference on Distributed Smart Cameras, ICDSC 2009

Volumn , Issue , 2009, Pages

  Tsagkatakis, Grigorios ^a   Savakis, Andreas ^b  

^a ROCHESTER INSTITUTE OF TECHNOLOGY   (United States)

^b Rochester Institute of Technology   (United States)

Author keywords

Camera handoff; Object tracking; Random projections; Template update

Indexed keywords

CAMERA VIEW; COMPUTER VISION ALGORITHMS; FIELDS OF VIEWS; INPUT DATAS; LOW MEMORY; LOW-COMPLEXITY; MULTI-CAMERAS; NETWORK BANDWIDTH; OBJECT POSE; OBJECT TRACKING; OBJECT TRACKING ALGORITHM; POSE VARIATION; PROCESSING CAPABILITY; RANDOM PROJECTIONS; RESOURCE-CONSTRAINED; ROBUST TRACKING; SMART CAMERAS; TEMPLATE LIBRARIES; VISION SYSTEMS;

ALGORITHMS; COMPUTER VISION; EMBEDDED SYSTEMS; FACE RECOGNITION;

CAMERAS;

EID: 72149109783     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDSC.2009.5289384     Document Type: Conference Paper

References (34)

1. B. Rinner, T. Winkler, W. Schriebl, M. Quaritsch, and W. Wolf, "The evolution from single to pervasive smart cameras, "ACM/IEEE International Conference on Distributed Smart Cameras, pp. 1-10, 2008.
2. I.F. Akyildiz, T. Melodia, and K.R. Chowdhury, "A survey on wireless multimedia sensor networks, "Computer Networks, vol. 51, no. 4, pp. 921-960, 2007. (Pubitemid 44970020)
3. E. Bingham, H. Mannila, "Random projection in dimensionality reduction: applications to image and text data, "ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp 245-250, 2001.
4. T. Broida and R. Chellappa, "Estimation of object motion parameters from noisy images, "IEEE Trans. Pattern Analysis Machine Intelligence, vol. 8, no. 1, pp. 90-99, 1986.
5. M. Isard and A. Blake, "CONDENSATION-Conditional Density Propagation for Visual Tracking, "International Journal of Computer Vision, vol. 29, no. 1, pp. 5-28, 1998.
6. D. Commaniciu, V. Ramesh, and P. Meer, "Kernel-based object tracking, "IEEE Trans. Pattern Analysis Machine Intelligence, vol. 25, no 5, pp. 564-577, 2003.
7. W. Johnson, and J. Lindenstrauss, "Extensions of Lipschitz mapping into a Hilbert space, "Proc. Conference on Modern Analysis and Probability, pp 189-206, 1984.
8. S.Vempala, "The random projection method, "American Mathematical Society, Providence, RI, 2004.
9. D. Achlioptas, "Database-friendly random projections: Johnson- Lindenstrauss with binary coins, "Journal of Computer and System Sciences, vol. 66, no. 4, pp. 671-687, 2003.
10. P. Li, T.J. Hastie, and K.W. Church, "Very sparse random projections, "ACM International Conference on Knowledge Discovery and Data Mining, pp. 287-296, 2006.
11. P.Y. Han, and A.B.J. Teoh, "Random projection with robust linear discriminant analysis model in face recognition, "IEEE Computer Graphics, Imaging and Visualisation, pp. 11-15, 2007.
12. J. Wright, A.Y. Yang, A. Ganesh, S.S. Sastry, and Y. Ma, "Robust face recognition via sparse representation, "IEEE Trans. on Pattern Analysis and Machine Intelligence, vol. 31, no. 2, pp. 210-227, 2009.
13. D. Reddy, A.C. Sankaranarayanan, V. Cevher, and R. Chellappa, "Compressed sensing for multi-view tracking and 3-D voxel reconstruction, "IEEE International Conference on Image Processing, pp. 221-224, 2008.
14. D. Takhar, J. N. Laska, M. Wakin, M. Duarte, D. Baron, S. Sarvotham, K. K. Kelly, and R. G. Baraniuk, "A new compressive imaging camera architecture using optical-domain compression, "Proc. IS&T/SPIE Symposium on Electronic Imaging: Computational Imaging, vol. 6065, pp. 43-52, 2006.
15. A. Yilmaz, O. Javed, and M. Shah, "Object tracking: A survey, "ACM computing surveys, vol. 38, no. 4, pp. 1-45, 2006.
16. K. Cannons, "A review of Visual tracking, "Technical Report CSE- 2008-07, 2008. http://www.cse.yorku.ca/techreports/2008/?abstract=CSE-2008- 07.
17. B. Lucas, and T. Kanade, "An iterative image registration technique with an application to stero vision", Proc. DARPA IU Workshop, pp 121-130, 1981.
18. B. K. P. Horn and B. G. Schunck, Determining optical flow, Artificial Intelligence, vol. 17, pp. 185-203, 1981.
19. D.G. Lowe, "Object recognition from local scale-invariant features", IEEE International Conference on Computer Vision, vol. 2, pp 1150- 1157, 1999.
20. S. Kaski, "Dimensionality reduction by random mapping: Fast Similarity Computation for Clustering, "IEEE International Joint Conference on Neural Networks and Computatiotional Intelligence, vol.1, pp 413-418, 1998.
21. K. Bowyer, C. Kranenburg, S. Dougherty, "Edge detector evaluation using empirical ROC curves, "IEEE International Conference on Computer Vision and Pattern Recognition, vol. 1, pp -359, 1999.
22. Y.W. Huang, C.Y. Chen, C.H. Tsai, C.F. Shen, L.G. Chen, "Survey on Block Matching Motion Estimation Algorithms and Architectures with New Results, "The Journal of VLSI Signal Processing, vol. 42, no. 3, pp. 297-320, 2006.
23. M.J. Black, and A.D. Jepson, "Eigentracking: Robust matching and tracking of articulated objects using a view-based representation, "International Journal of Computer Vision, vol. 26, no. 1, pp. 63-84, 1998.
24. A.D. Jepson, D.J. Fleet, and T.F. El-Maraghi, "Robust Online Appearance Models for Visual Tracking", IEEE Trans. on Pattern Recognition and Machine Intelligence, vol. 25, no 10, pp. 1296-1311, 2003.
25. L.J. Latecki, and R. Miezianko, "Object Tracking with Dynamic Template Update and Occlusion Detection, "International Conference Pattern Recognition, vol. 1, pp. 556-560, 2006.
26. J. Lim, D. Ross, R.S. Lin, and M.H. Yang, "Incremental Learning for Robust Visual Tracking, "International Journal of Computer Vision, vol. 77, no. 1-3, pp. 125-141, 2008.
27. M. Kim, S. Kumar, V. Pavlovic, and H. Rowley, "Face Tracking and Recognition with Visual Constraints in Real-World Videos", IEEE. Conference on Computer Vision and Pattern Recognition, pp. 1-8, 2008.
28. L. Matthews, T. Ishikawa, and S. Baker, "The Template Update Problem", IEEE Trans. on Pattern Analysis and Machine Intelligence, vol 26, no. 6, pp. 810-815, 2004.
29. J. Orwell, P. Romano, and G. Stein, "Multiple camera color tracking, "IEEE International Workshop on Visual Surveillance, pp. 4-24, 1999.
30. O. Javed, K. Shafique, and M. Shah, "Appearance modeling for tracking in multiple non-overlapping cameras, "IEEE International Conference on Computer Vision and Pattern Recognition, vol. 2, pp. 26-33, 2005.
31. J. Kim, and D. Kim, "Probabilistic Camera Hand-off for Visual Surveillance, "ACM/IEEE International Conference on Distributed Smart Cameras, pp. 1-8, 2008.
32. http://www.elec.qmul.ac.uk/staffinfo/andrea/spevi.html.
33. http://www.cs.toronto.edu/~dross/ivt/.
34. H. Zhou, Y. Yuan, and C. Shi, "Object tracking using SIFT features and mean shift, "Computer Vision and Image Understanding, vol. 113(3), pp. 345-352, 2009.