HMMs-based human action recognition for an intelligent household surveillance robot

2009 IEEE International Conference on Robotics and Biomimetics, ROBIO 2009

Volumn , Issue , 2009, Pages 2295-2300

  Zhou, Qiaoyun ^a   Yu, Shiqi ^a   Wu, Xinyu ^a   Gao, Qiao ^a   Li, Chongguo ^a   Xu, Yangsheng ^a  

^a CHINESE UNIVERSITY OF HONG KONG   (Hong Kong)

Author keywords

Fall detection; Feature selection; Hidden Markov models; Motion recognition; Video surveillance

Indexed keywords

BOUNDING BOX; FALL DETECTION; FEATURE SELECTION; GAUSSIAN MIXTURE MODEL; HU MOMENTS; HUMAN MOTIONS; HUMAN SILHOUETTE; HUMAN-ACTION RECOGNITION; MOTION RECOGNITION; NORMALIZED CENTRAL MOMENT; SOCIAL PROBLEMS; VIDEO SURVEILLANCE;

ASPECT RATIO; BIOMIMETICS; FEATURE EXTRACTION; GESTURE RECOGNITION; HEALTH RISKS; INTELLIGENT ROBOTS; MONITORING; OBJECT RECOGNITION; ROBOTICS; SECURITY SYSTEMS; VIDEO AMPLIFIERS;

HIDDEN MARKOV MODELS;

EID: 77951478090     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ROBIO.2009.5420459     Document Type: Conference Paper

References (21)

1. X. Wu, H. Gong, P. Chen and Y. Xu, "Intelligent Household Surveillance Robot", in IEEE International Conference on Robotics and Biomimetics (ROBIO2008), pp. 1734-1739, 2009.
2. H. Seki, S. Tadakuma, "Abnormality Detection Monitoring System for Elderly People in Sensing and Robotic Support Room". in IEEE workshop on Advanced Motion Control (AMC), pp. 56-61, March 2008.
3. D. Duque, H. Santos, P. Cortez, "Prediction of Abnormal Behaviors for Intelligent Video Surveillance Systems," in IEEE Symposium on Computational Intelligence and Data Mining, pp. 362-367, April 2007.
4. R. C. Luo, K. L. Su, "A Multiagent Multisensor Based Real-Time Sensory Control System for Intelligent Security Robot", in Proceedings of International conference on Robotics and Automation, Vol.2, pp. 2394-2399, Sept, 2003.
5. N. Massios and F. Voorbraak, "Hierarchical Decision-Theoretic Planning for Autonomous Robotic Surveillance Massios", in Advanced Mobile Robots, Third European Workshop, pp. 219-226, 1999.
6. C. J. Lord and D. P. Colvin, "Falls in the Elderly: Detection and Assessment," in IEEE Engineering in Medicine and Biology Society, Vol.13, pp: 1938-1939, 1991.
7. T. Tamura, T. Yoshimura, F. Horiuchi, et al., "An Ambulatory Fall Monitor for the Elderly," in IEEE Engineering in Medicine and Biology Society, Vol.4, pp. 2608-2610, 2000.
8. M. J. Mathie, J. Basilakis and B. G. Celler, "A System for Monitoring Poseture and Physical Activity Using Accelerometers," in IEEE Engineering in Medicine and Biology Society, Vol.4, pp. 3644-3657, 2001.
9. A. Sixsmith, "An Evaluation of an Intelligent Home Monitoring System," in Journal of Telemedicine and Telecare, Vol.6, pp. 63-72, 2000.
10. B. U. Toreyin, Y.Dedeoglu and A. E. Cetin, "HMM Based Falling Person Detection Using Both Audio and Video," in IEEE International Conference on Signal Processing and Communications Applications, pp. 1-4, April 2006.
11. S. Miaou, P. Sung and C. Huang, "A Customized Human Fall Detection System Using Omni-Camera Images and Personal Information," in Transdisciplinary Conference on Distributed Diagnosis and Home Healthcare (D2H2), pp. 39-42, April 2006.
12. H. Nait-Charif and S. J. McKenna, "Activity Summarisation and Fall Detection in a Supportive Home Environment," in International Conference on Pattern Recognition (ICPR), Vol.4, pp. 323-326, August 2004.
13. C. Rougier, J. Meunier, A. St-Arnaud and J. Rousseau, "Fall Detection from Human Shape and Motion History Using Video Surveillance," in International Conference on Advanced Information Networking and Applications Workshops (AINAW ), Vol.2, pp. 875-880, 2007.
14. C. Rougier, J. Meunier, A. St-Arnaud and J. Rousseau, "Monocular 3D Head Tracking to Detect Falls of Elderly People," in IEEE Engineering in Medicine and Biology Society, pp. 6384-6387, August 2006.
15. A. H. Nasution and S. Emmanuel, "Intelligent Video Surveillance for Monitoring Elderly in Home Environments," in IEEE Workshop on Multimedia Signal Processing, pp. 203-206, 2007.
16. H. Foroughi, B. S. Aski and H. Pourreza, "Intelligent Video Surveillance for Monitoring Elderly in Home Environments," in International Conference on Computer and Information Technology (ICCIT), pp. 219-224, 2008.
17. W. Hu, T. Tan, et al., "A Survey on Visual Surveillance of Object Motion and Behaviors," in IEEE Transaction on Systems, Man, and Cybernetics, Part C: Applications and Reviews, pp. 334-352, August 2004.
18. C. Robert, L. Alan, et al., "A System for Video Surveillance and Monitoring," in Tech. Report CMU-RI-TR-00-12, Robotics Institute, Carnegie Mellon University, May, 2000.
19. M. Hu, "Visual Pattern Recognition by Moment Invariants," in IRE Transactions on Information Theory, Vol.8, pp. 179-187, 1962.
20. L. R. Rabiner, "A Tutorial on Hidden Markov Models and Selected Applications in Speech Recognition," in Proceedings of IEEE, Vol.77 pp. 257-286, 1989.
21. J. Yamato, J. Ohya and K. Ishii, "Recognizing Human Action in Time-Sequential Images Using Hidden Markov Model," in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 379-385, 1992.