Cross-view action recognition via view knowledge transfer

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

Volumn , Issue , 2011, Pages 3209-3216

  Liu, Jingen ^a   Shah, Mubarak ^b   Kuipers, Benjamin ^a   Savarese, Silvio ^a  

^a UNIVERSITY OF MICHIGAN   (United States)

^b UNIVERSITY OF CENTRAL FLORIDA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

IMAGE RECOGNITION; KNOWLEDGE MANAGEMENT; SEMANTICS;

ACTION MODELING; ACTION RECOGNITION; BAG-OF-VISUAL WORDS; BIPARTITE GRAPHS; HIGH-LEVEL FEATURES; KNOWLEDGE TRANSFER; LOCAL DISTRIBUTIONS; RECOGNITION RATES;

GRAPH THEORY;

EID: 80052904932     PISSN: 10636919     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2011.5995729     Document Type: Conference Paper

References (36)

1. A. A. Efros, A. C. Berg, G. Mori and J. Malik. Recognizing action at a distance. In ICCV, 2003.
2. A. Farhadi and M. K. Tabrizi. Learning to recognize activities from the wrong view point. In ECCV, 2008.
3. A. Yilmaz and M. Shah. Actions sketch: A novel action representation. In CVPR, 2005.
4. C. Rao, A. Yilmaz, and M. Shah. View-invariant reprentation and recognition of actions. In IJCV, 2002.
5. D. Gavrila and L. S. Davis. 3d model-based tracking of humans in action: a multi-view approach. In CVPR, 1996.
6. D. Weinland, E. Boyer and R. Ronfard. Action recognition from arbitrary views using 3d examplars. In ICCV, 2007.
7. F. Lv and R. Nevatia. Single view human action recognition using key pose matching and viterbi path searching. In ICCV, 2007.
8. A. Farhadi, M. Tabrizi, I. Endres, and D. Forsyth. A latent model of discriminative aspect. In ICCV, 2009.
9. L. Fei-Fei, P. Perona, and R. Fergus. One-shot learning of object categories. PAMI, 28(4), 2006.
10. M. Fink. Object classification from a single example utilizing class relevance metrics. In NIPS, 2004.
11. G. Elidan, G. Heitz, and D. Koller. Learing object shape: from drawings to images. In CVPR, 2006.
12. G. Mori, X. Ren, A. A. Efros and J. Malik. Recovering human body configurations: Combining segmentation and recognition. In CVPR, 2004.
13. H. Zha, X. He, C. Ding, H. Simon and M. Gu. Bipartite graph partitioning and data clustering. In CIKM, 2001.
14. W. Hutchins and H. Somers. An introduction to machine translation. Academic Press New York, 1992.
15. I. Laptev and T. Lindeberg. Space time interest points. In CVPR, 2003.
16. I. N. Junejo, E. Dexter, I. Laptev, and P. Perez. Cross-view action recognition from temporal self-similarities. In ECCV, 2008.
17. I. S. Dhillon. Co-clustering documents and words using bipartite spectral graph partitioning. In SIGKDD, 2001.
18. J. Gao, W. Fan, J. Jiang, and J. Han. Knowledge transfer via multiple model local structure mapping. In SIGKDD, 2008.
19. J. Liu, S. Ali and M. Shah. Recognizing human actions using multiple features. In CVPR, 2008.
20. J. Liu, Y. Yang and M. Shah. Learning semantic visual vocabuaries using diffusion distance. In CVPR, 2009.
21. J. Shi and J. Malik. Normalized cuts and image segmentation. In PAMI, 2000.
22. I. Junejo, E. Dexter, I. Laptev, and P. Patrick. View-independent action recognition from temporal self-similarities. PAMI, 33(1), 2011.
23. S. Kaskil and J. Peltonen. Learning from relevant tasks only. Springer, Heidelberg.
24. K. M. Cheung, S. Baker and T. Kanade. Shape-from-silhouette of articulated objects and its use for human body kinematics estimation and motion capture. In CVPR, 2003.
25. J. Little and J. E. Boyd. Recognizing people by their gait: The shape of motion. Journal of Computer Vision Research.
26. J. Liu and M. Shah. Learning human actions via information maximization. In CVPR, 2008.
27. M. Blank, M. Irani and R. Basri. Actions as space-time shapes. In ICCV, 2005.
28. B. S. O. Chapelle and A. Zien. Semi-supervised learning. The MIT Press, 2006.
29. P. Dollar, V. Rabaud, G. Cottrell and S. Belongie. Hierarchical motion history images for recognizing human motion. In ICCV workshop: VS-PETS, 2005.
30. P. Yan, S. M. Khan, and M. Shah. Learning 4d action feature models for arbitrary view action recognition. In CVPR, 2008.
31. A. Quattoni, M. Collins, and T. Darrell. Transfer learning for image classification with sparse prototype representations. In CVPR, 2008.
32. R. Li, T. Tian, and S. Sclaroff. Simultaneous learning of nonlinear manifold and dynamical models for high-dimensional time series. In ICCV, 2007.
33. D. Tran and A. Sorokin. Human activity recognition with metric learning. ECCV, 2008.
34. V. Paramesmaran and R. Chellappa. View invariance for human action recognition. In IJCV, 2006.
35. D. Weinland, M. Ozuysal, and P. Fua. Making action recognition robust to occlusions and viewpoint changes. ECCV, 2010.
36. Z. Lin, Z. Jiang and L. S. Davis,. Recognizing actions by shapemotion prototype trees. In CVPR, 2009.