Incremental learning of novel activity categories from videos

2010 16th International Conference on Virtual Systems and Multimedia, VSMM 2010

Volumn , Issue , 2010, Pages 21-26

  Ryoo, M S ^a   Joung, Jihoon ^a   Choi, Sunglok ^a   Yu, Wonpil ^a  

^a Electronics and Telecommunications Research Institute (ETRI)   (South Korea)

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVITY MODELS; CODEBOOKS; ENTIRE SYSTEM; HUMAN ACTIVITIES; INCREMENTAL LEARNING; REAL-WORLD SCENARIO; RECOGNITION PERFORMANCE; VISUAL WORD; YOUTUBE;

LEARNING ALGORITHMS; LOCOMOTIVES;

RAILROAD CARS;

EID: 78651450044     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/VSMM.2010.5665972     Document Type: Conference Paper

References (19)

1. C. Schuldt, I. Laptev, and B. Caputo, "Recognizing human actions: a local SVM approach," in International Conference of Pattern Recognition (ICPR), 2004.
2. P. Dollar, V. Rabaud, G. Cottrell, and S. Belongie, "Behavior recognition via sparse spatio-temporal features," in IEEE Workshop on VS-PETS, Oct 2005, pp. 65-72.
3. J. C. Niebles, H. Wang, and L. Fei-Fei, "Unsupervised learning of human action categories using spatial-temporal words," International Journal of Computer Vision (IJCV), vol. 79, no. 3, Sep 2008.
4. M. S. Ryoo and J. K. Aggarwal, "Spatio-temporal relationship match: Video structure comparison for recognition of complex human activities," in International Conference on Computer Vision (ICCV), 2009.
5. E. Bart and S. Ullman, "Cross-generalization: learning novel classes from a single example by feature replacement," in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2005.
6. A. Torralba, K. P. Murphy, and W. T. Freeman, "Sharing features: efficient boosting procedures for multiclass object detection," in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2004.
7. A. Opelt, A. Pinz, and A. Zisserman, "Incremental learning of object detectors using a visual shape alphabet," in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2006.
8. J. K. Aggarwal and M. S. Ryoo, "Human activity analysis: A review," ACM Computing Surveys (to appear), 2010.
9. J. Yamato, J. Ohya, and K. Ishii, "Recognizing human action in time-sequential images using hidden markov model," in IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), 1992, pp. 379-385.
10. D. Gavrila and L. Davis, "Towards 3-D model-based tracking and recognition of human movement," in International Workshop on Face and Gesture Recognition, June 1995, pp. 272-277.
11. N. M. Oliver, B. Rosario, and A. P. Pentland, "A Bayesian computer vision system for modeling human interactions," IEEE Transactions on Pattern Analysis and Machine Intelligence (T PAMI), vol. 22, no. 8, pp. 831-843, 2000.
12. Y. A. Ivanov and A. F. Bobick, "Recognition of visual activities and interactions by stochastic parsing," IEEE Transactions on Pattern Analysis and Machine Intelligence (T PAMI), vol. 22, no. 8, pp. 852-872, 2000.
13. J. M. Siskind, "Grounding the lexical semantics of verbs in visual perception using force dynamics and event logic." Journal of Artificial Intelligence Research (JAIR), vol. 15, pp. 31-90, 2001.
14. S. Hongeng, R. Nevatia, and F. Bremond, "Video-based event recognition: activity representation and probabilistic recognition methods," Computer Vision and Image Understanding (CVIU), vol. 96, no. 2, pp. 129-162, 2004.
15. M. S. Ryoo and J. K. Aggarwal, "Semantic representation and recognition of continued and recursive human activities," International Journal of Computer Vision (IJCV), vol. 32, no. 1, pp. 1-24, 2009.
16. K. K. Reddy, J. Liu, and M. Shah, "Incremental action recognition using feature-tree," in International Conference on Computer Vision (ICCV), 2009.
17. M. Zuniga, F. Bemond, and M. Thonnat, "Incremental video event learning," in International Conference on Computer Vision Systems, 2009.
18. I. Laptev, "On space-time interest points," International Journal of Computer Vision (IJCV), vol. 64, no. 2-3, pp. 107-123, 2005.
19. M. S. Ryoo and J. K. Aggarwal, "UT-Interaction Dataset, ICPR contest on Semantic Description of Human Activities (SDHA)," http://cvrc.ece. utexas.edu/SDHA2010/Human Interaction.html, 2010.