Activity analysis, summarization, and visualization for indoor human activity monitoring

IEEE Transactions on Circuits and Systems for Video Technology

Volumn 18, Issue 11, 2008, Pages 1489-1498

  Zhou, Zhongna ^a   Chen, Xi ^a   Chung, Yu Chia ^a   He, Zhihai ^a   Man, Tony X ^a   Keller, James M ^a  

^a University of Missouri   (United States)

Author keywords

Action recognition; Activity analysis; Eldercare; Video summarization

Indexed keywords

CAMERAS; DECISION THEORY; DECISION TREES; GESTURE RECOGNITION; IMAGE RETRIEVAL; VIDEO RECORDING;

ACTION RECOGNITION; ACTIVITIES OF DAILY LIVINGS; ACTIVITY ANALYSIS; ACTIVITY MONITORING; ADAPTIVE LEARNING METHODS; CAMERA SYSTEMS; DIMENSION REDUCTION METHODS; ELDERCARE; EXTENSIVE TESTS; FEATURE LEVELS; HIERARCHICAL DECISION TREES; HUMAN ACTION RECOGNITIONS; HUMAN ACTIVITIES; HUMAN DETECTIONS; INDEPENDENT LIVINGS; INDOOR ENVIRONMENTS; INTELLIGENT VIDEO PROCESSING; LIVING ENVIRONMENTS; MOVING SPEEDS; PHYSICAL LOCATIONS; SILHOUETTE EXTRACTIONS; SINGLE CAMERAS; VIDEO DATASETS; VIDEO SUMMARIZATION;

AUTOMATION;

EID: 55149122895     PISSN: 10518215     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCSVT.2008.2005612     Document Type: Article

References (29)

1. M. A. Cohen and J. Miller, The Use of Nursing Home and Assisted Living Facilities Among Privately Insured and Non-Privately Insured Disabled Elders. Washington, DC: Government Printing Office, 2000.
2. M. Alwan, S. Kell, S. Dalal, B. Turner, D. Mack, and R. Felder, "In-home monitoring system and objective ADL assessment: Validation study," presented at the Int. Conf. Independence, Aging Disability, Washington, DC, Dec. 2003.
3. S. Intille, "Designing a home of the future," IEEE Pervasive Computing, pp. 80-86, Apr.-Jun. 2002.
4. I. Haritaoglu, D. Harwood, and L. S. Davis, "W4: Real-time surveillance of people and their activities," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 8, pp. 809-830, Aug. 2000.
5. C. Stauffer and W. E. L. Grimson, "Learning patterns of activity using real-time tracking," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 8, pp. 747-757, Aug. 2000.
6. L. Wang, T. Tan, H. Ning, and W. Hu, "Silhouette analysis-based gait recognition for human identification," IEEE Trans. Pattern Anal. Mach. Intell., pp. 1505-1518, Dec. 2003.
7. C. Wren, A. Azarbayejani, T. Darrell, and A. P. Pentland, "Pfinder: Real-time tracking of the human body," IEEE Trans. Pattern Anal. Mach. Intell., vol. 19, no. 7, pp. 780-785, Jul. 1997.
8. T. Horprasert, D. Harwood, and L. Davis, "A statistical approach for real-time robust background subtraction and shadow detection," presented at the IEEE ICCV'99 FRAME_RATE WORKSHOP, Kerkyra, Greece, Sep. 1999.
9. L. Rabiner, "A tutorial on hidden Markov models and selected applications in speech recognition," Proc. IEEE, vol. 77, pp. 257-286, Feb. 1989.
10. S. Roweis and L. Saul, "Nonlinear dimensionality reduction by locally linear embedding," Science, vol. 290, no. 5500, pp. 2323-2326, Dec. 2000.
11. E. Shechtman and M. Irani, "Space-time behavior based correlation," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., San Diego, CA, Jun. 2005, pp. 405-412.
12. C. SchUldt, I. Laptev, and B. Caputo, "Recognizing human actions: A local SVM approach," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., Cambridge, U.K., Aug. 2004, pp. 32-36.
13. M. Blank, L. Gorelick, E. Shechtman, M. Irani, and R. Basri, "Actions as space-time shapes," in Proc. IEEE Int. Conf. Comput. Vis. (ICCV), 2005, vol. 2, pp. 1395-1402.
14. Y. A. Ivanov and A. F. Bobick, "Recognition of visual activities and interactions by stochastic parsing," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 8, pp. 852-872, 2000.
15. P. C. Ribeiro and J. Santos-Victor, "Human activity recognition from video: Modeling, feature selection and classification architecture," in Proc. Int. Workshop on Human Activity Recognit. Modeling, 2005, pp. 61-70.
16. P. Viola and M. Jones, "Rapid object detection using a boosted cascade of simple features," in IEEE Conf. Comput. Vis. Pattern Recognit., 2001, vol. 1, pp. 511-518.
17. C. Stauffer and E. Grimson, "Learning patterns of activity using real-time tracking," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 8, pp. 747-757, Aug. 2000.
18. "Special issue on video communications, processing, and understanding for third generation surveillance systems," Proc. IEEE, vol. 89, pp. 1355-1539, Oct. 2001.
19. G. Medioni, I. Cohen, F. B. Brémond, S. Hongeng, and R. Nevatia, "Event detection and analysis from video streams," IEEE Trans. Pattern Anal. Mach. Intell., vol. 23, no. 8, pp. 873-889, 2001.
20. M. J. Rantz, R. T. Porter, D. Cheshier, D. Otto, C. H. Survey, III, R. A. Johnson, M. Skubic, H. Tyrer, Z. He, G. Demiris, J. Lee, G. L. Alexander, and G. Taylor, "TigerPlace, a state-academic-private project to revolutionize traditional long term care," J. Housing for the Elderly, Oct. 2007.
21. A. Gersho and R. M. Gray, Vector Quantization and Signal Compression. Boston, MA: Kluwer, 1991.
22. S. Zhu and K.-K. Ma, "A new diamond search algorithm for fast block matching motion estimation," IEEE Trans. Image Process., vol. 9, pp. 287-290, Feb. 2000.
23. D. Xu, J. Liu, X. Li, Z. Liu, and X. Tang, "Insignificant shadow detection for video segmentation," IEEE Trans. Circuits Syst. Video Technol., vol. 15, pp. 1058-1064, 2005.
24. M. Piccardi, "Background subtraction techniques: A review," presented at the IEEE SMC 2004 Int. Conf. Syst., Man Cybern., The Hague, The Netherlands, Oct. 2004.
25. R. Cucchiara, C. Granan, M. Piccardi, and A. Prati, "Detecting moving objects, ghosts, and shadows in video streams," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 10, pp. 1337-1342, Oct. 2003.
26. M. Hu, "Visual pattern recognition by moment invariants," IRE Trans. Inf. Theory, vol. 8, no. 2, pp. 179-187, 1962.
27. C. Xu and J. L. Prince, "Snakes, shapes, and gradient vector flow," IEEE Trans. Image Process., vol. 7, pp. 359-369, Mar. 1998.
28. X. Li, S. Lin, S. Yan, and D. Xu, "Discriminant locally linear embedding with high order tensor data," IEEE Trans. Syst., Man, Cybern., vol. 38, no. 2, pp. 342-352, Apr. 2008.
29. TigerPlace. [Online]. Available: http://www.tigerplace.net/