Simulated annealing based hand tracking in a discrete space

Wei Liang*, Yunde Jia, Yang Liu, Cheng Ge

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Hand tracking is a challenging problem due to the complexity of searching in a 20+ degrees of freedom (DOF) space for an optimal estimation of hand configuration. This paper represents the feasible hand configurations as a discrete space, which avoids learning to find parameters as general configuration space representations do. Then, we propose an extended simulated annealing method with particle filter to search for optimal hand configuration in this discrete space, in which simplex search running in multi-processor is designed to predict the hand motion instead of initializing the simulated annealing randomly, and particle filter is employed to represent the state of the tracker at each layer for searching in high dimensional configuration space. The experimental results show that the proposed method makes the hand tracking more efficient and robust.

源语言英语
主期刊名Affective Computing and Intelligent Interaction - First International Conference, ACII 2005, Proceedings
出版商Springer Verlag
119-126
页数8
ISBN(印刷版)3540296212, 9783540296218
DOI
出版状态已出版 - 2005
活动1st International Conference on ffective Computing and Intelligent Interaction, ACII 2005 - Beijing, 中国
期限: 22 10月 200524 10月 2005

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
3784 LNCS
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议1st International Conference on ffective Computing and Intelligent Interaction, ACII 2005
国家/地区中国
Beijing
时期22/10/0524/10/05

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