ZHANG Jun, HUANG Weiqiang, LUO Tingjin, “3D Reconstruction of Periodic Human Walking Trajectories Based on Single View,” Chinese Journal of Electronics, vol. 22, no. 3, pp. 455-460, 2013,
Citation: ZHANG Jun, HUANG Weiqiang, LUO Tingjin, “3D Reconstruction of Periodic Human Walking Trajectories Based on Single View,” Chinese Journal of Electronics, vol. 22, no. 3, pp. 455-460, 2013,

3D Reconstruction of Periodic Human Walking Trajectories Based on Single View

  • Received Date: 2012-05-01
  • Rev Recd Date: 2012-08-01
  • Publish Date: 2013-06-15
  • Periodicity of a moving body is one of important characteristics in activity monitoring. We present a method to estimate the trajectory of human gait in 3D space from a single camera by exploring the periodicity of the human movement. Geometric constraints are established to characterize the periodic motion, which are invariant under viewing geometry variations. According to our analysis, these geometric constraints reduce the overall computational complexity of evaluating periodicity. Meanwhile, with the help of these geometric constraints, we develop a novel method to reconstruct the 3D motion trajectory from a single camera. Experimental results demonstrate the accuracy and robustness of the algorithm.
  • loading
  • Yang Ran, Isaac Weiss, Qinfen Zheng and Larry S. Davis, “Pedestrian detection via periodic motion analysis”, International Journal of Computer Vision, Vol.71, No.2, pp.143-160, 2007.
    Sun Hu, Yuan Tao, Li Xiaopeng, Hu Yu, “Accelerometer-based gait authentication via neural network”, Chinese Journal of Electronics, Vol.21, No.3, pp.481-484, 2012.
    Alexia Briassouli, Narendra Ahuja, “Estimation of multiple periodic motions from video”, Computer Vision-ECCV, Vol.39, No.51, pp.147-159, 2006.
    P. Tsai, M. Shah, K. Keiter, T. Kasparis, “Cyclic motion detection for motion based recognition”, Pattern Recognition, Vol.27, No.12, pp.1591-1603, 1994.
    G. Zhao, G. Liu and H. Li, “3D Gait Recognition Using Multiple Cameras”, Processings of the 7th International Conference on Automatic Face and Gesture Recognition, pp.529-534, Southampton, UK, 2006.
    E. Ribnick, N. Papanikolopoulos, “3D reconstruction of periodic motion from a single view”, International Journal of Computer Vision, Vol.90, No.1, pp.28-44, 2010.
    Z. Zhang, N.F. Troje, “3D periodic human motion reconstruction from 2D motion sequences”, Neural Computation, Vol.19, No.5, pp.1400-1421, 2007.
    S. Belongie, J. Wills, “Structure from periodic motion”, First International Workshop, in Processings on Spatial Coherence for Visual Motion Analysis, pp.16-24, Prague, Czech Republic,2004.
    M. Allmen, C. Dyer, “Cyclic motion detection using spatiotemporal surfaces and curves”, Processings of the 10th International Conference on Pattern Recognition, pp.365-370, Atlantic City, New Jersey, USA, 1990.
    Ben Xianye, “Research on gait recognition based on human body motion analysis”, Ph.D. Thesis, University of Harbin Engineering, China, 2010.
    C.F. Wu, Mathematics Methods in Computer Vision, science press, Beijing, China, pp.50-54, 320-321, 2008.
    Z. Zhang, “A flexible new technique for camera calibration”, IEEE Trans. Pattern Analysis and Machine Intelligence, Vol.22, No.11, pp.1330-1334, 2000.
    R. Tsai, “A versatile camera calibration technique for highaccuracy 3D machine vision metrology using off-the-shelf TV cameras and lenses”, IEEE Journal of Robotics and Automation, Vol.3, No.4, pp.323-344, 1987.
    Hartley R, Zisserman A, Multiple View Geometry in Computer Vision, Cambridge University Press, Cambridge, UK, 2004.
    Microsoft Kinect, http://www.xbox.com/zh-TW/kinect.
  • 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 (566) PDF downloads(1267) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return