Volume 38 Issue 2
Feb.  2012
Turn off MathJax
Article Contents
Zheng Wei, Shen Xukun. Algorithm based on continuous data stream for dynamic gesture recognition[J]. Journal of Beijing University of Aeronautics and Astronautics, 2012, (2): 273-279. (in Chinese)
Citation: Zheng Wei, Shen Xukun. Algorithm based on continuous data stream for dynamic gesture recognition[J]. Journal of Beijing University of Aeronautics and Astronautics, 2012, (2): 273-279. (in Chinese)

Algorithm based on continuous data stream for dynamic gesture recognition

  • Received Date: 27 Oct 2010
  • Publish Date: 29 Feb 2012
  • For the purpose of recognizing the sequence of dynamic gesture made by operator, a method was presented based on continuous data streams sampled from data glove, which used singular value decomposition (SVD) to eliminating noise and extracting features. The characteristics of physiology about joint bend was applied making user-dependent information be culled. A set of gesture template which across different users was set up. The template which gives a complete description of gesture's feature and generalizes it is therefore user-independent. Based on Hill Climbing heuristic, these streams were separated into action sequences, then a similarity measurement using Euclidian distance was adopted in real time between all segments and templates on a hierarchy search tree built in advance. The sequences segmented by this method are accuracy and suitable for multi users. The effectiveness of this approach for identifying dynamic gesture was verified by two empirical experiments which using 5DT data glove.

     

  • loading
  • [1]
    Agrawal R,Faloutsos C,Swami A.Efficient similarity search in sequence databases//FODO 1993 Proceedings of the 4th International Conference on Foundations of Data Organization and Algorithms.London:Springer-Verlag,1993:69-84
    [2]
    Babu S,Widom J.Continuous queries over data streams[J].ACM SIGMOD Record,2001,30(3):109-120
    [3]
    Gehrke J,Korn F,Srivastava D.On computing correlated aggregates over continuous data streams//2001 ACM SIGMOD International Conference on Management of Data.NY:Association for Computing Machinery,2001
    [4]
    Mitra S.Gesture recognition:a survey[J].IEEE Transactions on Systems,Man,and Cybernetics,Part C:Applications and Reviews,2007,37(3):311-324
    [5]
    Emran S M,Ye N.Robustness of canberra metric in computer intrusion detection//Proceedings of the 2001 IEEE Workshop on Information Assurance and Security.NY:United States Military Academy,West Point,2001
    [6]
    Chan Kinpong,Waichee Fu A.Efficient time series matching by wavelets//Proceedings-International Conference on Data Engineering.Los Alamitos,CA:Institute of Electrical and Electronics Engineers Computer Society,1999:126-133
    [7]
    Ju Zhaojie,Liu Honghai,Zhu Xiangyang,et al.Dynamic grasp recognition using time clustering, gaussian mixture models and hidden markov models//Intelligent Robotics and Applications-First International Conference,ICIRA 2008,Proceedings.Heidelberg:Springer-Verlag,2008,23(10):669-678
    [8]
    Bedregal B C,Costa A C R,Dimuro G P.Fuzzy rule-based hand gesture recognition,artificial intelligence in theory and practice//IFIP International Federation for Information Processing.Boston,MA:World Computer Congress,2006,217:285-294
    [9]
    Vamplew P,Adams A.Recognition and anticipation of hand motions using a recurrent neural network//IEEE International Conference on Neural Networks.Piscataway,NJ:IEEE,1995,6:2904-2907
    [10]
    Zollner R,Rogalla O,Dillmann R,et al.Dynamic grasp recognition within the framework of programming by demonstration//Robot and Human Communication-Proceedings of the IEEE International Workshop.Piscataway,NJ:IEEE,2001:418-423
    [11]
    Frolov V,Deml B,Hannig G.Geture recognition with hidden Markov models to enable multimodal haptic feedback//Proceedings of the 6th international conference on Haptics:Perception, Devices and Scenarios.Berlin,Heidelberg:Springer-Verlag,2008,5024:786-795
    [12]
    Fifth Dimension Technologies Corporation.5DT data glove ultra manual .Irvine,CA:Fifth Dimension Technologies,2004:42-56
    [13]
    Lewis J P,Cordner M,Fong N.Pose space deformations:a unified approach to shape interpolation and skeleton-driven deformation//Proceedings of the ACM SIGGRAPH Conference on Computer Graphics.NY:ACM Press,2000:165-172
    [14]
    Costello E.Random House Webster-s concise American sign language dictionary[M].NY:Random House,1999:3-25
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article views(8506) PDF downloads(2443) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return