An HMM-based temporal difference learning with model-updating capability for visual tracking of human communicational behaviors

Proceedings - 5th IEEE International Conference on Automatic Face Gesture Recognition, FGR 2002

Volumn , Issue , 2002, Pages 170-175

  Ho, Minh Anh T ^a   Yamada, Yoji ^a   Umetani, Yoji ^a  

^a TOYOTA TECHNOLOGICAL INSTITUTE   (Japan)

Author keywords

Hidden Markov Models; intended gestures; Model update capability; Reinforcement Learning; Visual tracking

Indexed keywords

GESTURE RECOGNITION; HIDDEN MARKOV MODELS; REINFORCEMENT LEARNING; TRACKING (POSITION); WAVELET ANALYSIS;

CONFIRMATION METHODS; INTENDED GESTURES; MODEL-UPDATE CAPABILITY; NATURAL INTERACTIONS; NON-VERBAL COMMUNICATIONS; TEMPORAL DIFFERENCE LEARNING; TEMPORAL DIFFERENCES; VISUAL TRACKING;

BEHAVIORAL RESEARCH;

EID: 84905390310     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/AFGR.2002.1004150     Document Type: Conference Paper

References (11)

1. Alex Pentland, "Looking at People: Sensing for Ubiquitous and Wearable Computing", IEEE Trans. on PAMI, 22(1): 107-119, January2000.
2. V. Pavlovic, R. Sharma, T. S. Huang, "Visual Interpretation of Hand Gestures for Human-Computer Interaction: A Review", IEEE Trans. on PAMI, 19(7): 677-695, July1997.
3. T. Sato et. al., "Active Understanding of Human Intention bya Robot through Monitoring of Human Behavior", Proc. of IROS'94:405-414, 1994.
4. M. Mistuishi et. al, "DexterityEnhancemen t for a Tele-micro Co-located Operation Point Manipulators and Understanding of the Operator's Intention", Lecture Notes on Computer Sciences, France, No. 1205: 822-830, 1997.
5. J. Yamato, J. Ohya et. al, "Recognizing Human Action in Time-Sequential Images using Hidden Markov Models", Proc. of ICCV'1992: 379-385, IEEE Press, 1992.
6. T. Startner and A. Pentland, "Visual recognition of American Sign Language using Hidden Markov Models", Proc. of FGR'95: 189-194, 1995.
7. Minut, S. and Mahadevan, S., "Reinforcement Learning Model of Selective Visual Attention", Proc. Fifth Int'l Conf. on Autonomous Agents, Montreal, 2001.
8. Lawrence R. Rabiner, "A tutorial on Hidden Markov Models and Selected Applications in Speech Recognition", Proc. of the IEEE 77(2): 257-285, February1989.
9. Richard S. Sutton, Andrew G. Barto, Reinforcement Learning: An introduction, The MIT Press, 1998.
10. Vladislav Tadic, "On the Convergence of Temporal-Difference Learning with Linear Function Approximation", Machine Learning, 42: 241-267, 2001.
11. Minh Anh T. Ho et. al., "Proposal of An Adaptive Vision-based Attentive Tracker for Human Intended Actions", Proc. of ICRA'2001: 1239-1244, Seoul, 2001.