RECOGNIZING BEHAVIOR IN HAND-EYE COORDINATION PATTERNS

被引:35
|
作者
Yi, Weilie [1 ]
Ballard, Dana [2 ]
机构
[1] Microsoft Corp, Redmond, WA 98052 USA
[2] Univ Texas Austin, Dept Comp Sci, Austin, TX 78712 USA
基金
美国国家卫生研究院;
关键词
Markov models; humanoid avatars; dynamic Bayesian networks; IMITATION;
D O I
10.1142/S0219843609001863
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Modeling human behavior is important for the design of robots as well as human-computer interfaces that use humanoid avatars. Constructive models have been built, but they have not captured all of the detailed structure of human behavior such as the moment-to-moment deployment and coordination of hand, head and eye gaze used in complex tasks. We show how this data from human subjects performing a task can be used to program a dynamic Bayes network (DBN) which in turn can be used to recognize new performance instances. As a specific demonstration we show that the steps in a complex activity such as sandwich making can be recognized by a DBN in real time.
引用
收藏
页码:337 / 359
页数:23
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