Title :
Research on Evaluation Frameworks for Model-Based Hand Tracking
Author :
Feng, Zhiquan ; Yang, Bo ; Zheng, Yanwei ; Chen, Yuehui ; Wang, Zhonghua ; Li, Yi
Author_Institution :
Sch. of Inf. Sci. & Eng., Univ. of Jinan, Jinan
Abstract :
This paper is dedicated to building a novel evaluation framework for model-based hand tracking algorithms. All in all, two models are presented as an evaluation framework. The first one is called SHGM (standardized hand gesture model) model, used as a standard to be compared, and another one is called OMM( quantitated metric model) model, by which comparison is carried out. In our generating algorithm, a connection graph is firstly produced, and then the 3-D GHG (generated hand gesture) can be produced by circularly using the generating algorithm for a connection put forward in this paper. Our experimental results not only demonstrate the effectiveness and availability of our framework, but also show us how to use our framework to evaluate the accuracy of hand tracking algorithms, such as EKF and UKF algorithm.
Keywords :
gesture recognition; graph theory; EKF algorithm; UKF algorithm; connection graph; evaluation frameworks; generating algorithm; model-based hand tracking; quantitated metric model; standardized hand gesture model; Control systems; Cost function; Information science; Laboratories; Mathematical model; Mice; Performance evaluation; Position measurement; Testing; Trajectory; evaluation framework; human hand tracking; human-computer interaction;
Conference_Titel :
Natural Computation, 2008. ICNC '08. Fourth International Conference on
Conference_Location :
Jinan
Print_ISBN :
978-0-7695-3304-9
DOI :
10.1109/ICNC.2008.108