Cen Haitang, Chen Wuyi, Yu Maolin, et al. Structural bionics for reinforcing frame of fuselage and wing joint[J]. Journal of Beijing University of Aeronautics and Astronautics, 2005, 31(01): 13-16. (in Chinese)
Citation: Hao Jiuyue, Li Chao, Gao Lei, et al. Moving object trajectory clustering method in intelligent surveillance video[J]. Journal of Beijing University of Aeronautics and Astronautics, 2009, 35(9): 1083-1086. (in Chinese)

Moving object trajectory clustering method in intelligent surveillance video

  • Received Date: 04 Aug 2008
  • Publish Date: 30 Sep 2009
  • Trajectory analysis is the basis of scene understanding, however noise trajectories causing by barriers in true surveillance scene will influence the result veracity. A trajectory similarity measure and clustering method to segment a scene into semantic regions were proposed to eliminate the effect causing by noise. First, the trajectory was encoded, and then both the object position and its instantaneous velocity were computed by improved similarity measure method to represent the distance between two trajectories. Then, the improved hierarchical clustering algorithm which chooses the longest trajectory as each cluster representation was applied to cluster trajectories according to different spatial and velocity distributions. In each cluster, trajectories were spatially close, had similar velocities of motion, and represented one type of activity pattern. This algorithm does-t need complex pre-process or filter, and because of adding velocity direction, the scene division is more reasonable. Finally, through experiment in true scene, the results show that the method can distinguish different clusters reasonably and improve the effectiveness of clustering.

     

  • [1] Howarth R J, Buxton H. Conceptual descriptions from monitoring and watching image sequences[J]. Image and Vision Computing,2000,18(2):105-135 [2] Khalid S,Nafterl A. Classifying spatiotemporal object trajectories using unsupervised learning of basis function coefficients Aggarwal J K. Lect Notes Comput Sci. NY:ACM,2005:45-51 [3] 胡卫明,谢丹,谭铁牛,等.轨迹分布模式学习的层次自组织神经网络方法[J].计算机学报,2003,26(4):417-426 Hu Weiming, Xie Dan, Tan Tieniu, et al. A hierarchical self-organizing approach for learning the patterns of motion trajectories[J].Chinese Journal of Computers,2003,26(4):417-426(in Chinese) [4] Wang X G, Tieu K, Grimson E. Learning semantic scene models by trajectory analysis Pinz A. Lect Notes Comput Sci. Berlin: Springer, 2006:110-123 [5] Junejo I N, Foroosh H. Trajectory rectification and path modeling for video surveillance Davies L. Proceedings of the IEEE International Conference on Computer Vision. Brazil: IEEE Press, 2007:1-7 [6] Piciarelli C, Micheloni C, Foresti G L. Trajectory-based anomalous event detection[J]. IEEE Transactions on Circuits and system for Video Technology, 2008,18(9):1544-1554 [7] Lee J G, Han J W, Whang K Y. Trajectory clustering: a partition and-group framework Proceedings of the ACM SIGMOD International Conference on Management of Data. NY: ACM, 2007:593-604 [8] Zhang Z, Huang K, Tan T N. Comparison of similarity measures for trajectory clustering in outdoor surveillance scenes Tang Y Y. Proceedings-International Conference on Pattern Recognition.Piscataway,NJ:IEEE Press, 2006,3: 1135-1138 [9] 边肇祺,张学工.模式识别 [M].2版.北京:清华大学出版社,2000:244-247 Bian Zhaoqi, Zhang Xuegong. Pattern recognition [M]. 2nd ed.Beijing:Tsinghua University Press,2000:244-247(in Chinese) [10] jpMarquess de Sa.模式识别——原理、方法及应用[M].吴逸飞译.北京:清华大学出版社,2002:55-73 jpMarquess de Sa. Pattern recognition concepts,methods and applications[M].Translated by Wu Yifei.Beijing:Tsinghua University Press,2002:55-73(in Chinese) [11] Veeraraghavanm H, Papanikolopoulos N. Combining multiple tracking modalities for vehicle tracking at traffic intersections Tarn T J. Proceedings-IEEE International Conference on Robotics and Automation. Piscataway,NJ:IEEE,2004(3):2303-2308
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