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一个简单高效的动态手势识别方法 被引量:6

A Simple and Efficient Method of Dynamic Hand Gestures Recognition
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摘要 文章首先给出了基于角度的动力学模型及其特征值,并提出了基于SCG神经网络的静态特征值识别算法和基于模板匹配的动态特征值识别算法。使用该文提出的动态时间规整算法和手势分割算法建立的动态手势识别系统,实践证明具有较好的实时性和识别率。 In this paper the kinetic model of angle based hand gestures and its eigenvalue are presented,then the SCG Neural Network Algorithm for static recognition and the Template Matching Arithmetic for dynamic recognition are pro-posed.With the Dynamic Time Warping Arithmetic and the segmentation of hand gestures,a system of dynamic hand gestures' recognition is set up.Experiment results indicate that it is a real-time system with high recognition rate.
作者 王兆丽 王力
出处 《计算机工程与应用》 CSCD 北大核心 2002年第19期73-75,共3页 Computer Engineering and Applications
基金 国家部委预研基金项目
关键词 动态手势识别方法 虚拟现实 SCG算法 动态时间规整 模板匹配 计算机 Virtual reality,Dynamic hand gestures recognition,SCG algorithm,Dynamic time warping,Template matching
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参考文献7

  • 1[1]Anders Sandberg. Gesture Recognition using Neural Networks[D].Master thesis. 1997
  • 2[2]Martin F Mфller. A scaled conjugate gradient algorithm for fast supervised learning[J].Neural Networks,1993;6:525~533
  • 3[3]S Augustine Su. Hand modeling in Virtual Environments[R].Technical report, Computer Science Center, University of Maryland, College Park,1993
  • 4[4]Fels S S,Hinton G E.Glove-Talk:A Neural Network Interface Between a Data-Glove and a Speech Synthesizer[J].IEEE Transactions on Neural Networks, 1993 ;4:2~8
  • 5[5]Lee Hyeon-Kyu,Kim J H.An HMM-based threshold model approach ror gesture gecognition[J].IEEE Transactions on Pattern Analysis and Machine Intelligence ,1999 ; 21(10) : 961~972
  • 6[6]Johansson E M,F U Dowla,D M Goodman. Backpropagation Learning for Multi-Layer Feed-Forward Neural Networks Using the Conjugate Gradient Method.Lawrence Livermore National Laboratory,Preprint UCRL-JC- 104850,1990
  • 7[7]Thomas S Huang,Vladimir I Pavlovic. Hand gesture modeling,analysis,and synthesis[C].In:Proc of International Workshop on Automatic Face-and Gesture-Recognition (IWAFGR), Zurich, Swizerland, 1995-06

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