吉林大学学报(工学版) ›› 2015, Vol. 45 ›› Issue (1): 304-308.doi: 10.13229/j.cnki.jdxbgxb201501044

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Single and interactive human behavior recognition algorithm based on spatio-temporal interest point

WANG Shi-gang,SUN Ai-meng,ZHAO Wen-ting,HUI Xiang-long   

  1. College of Communication Engineering, Jilin University, Changchun 130012, China
  • Received:2013-08-30 Online:2015-02-01 Published:2015-02-01

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Abstract: First, spatio-temporal interest points containing enough human motion information are detected, and a set of spatio-temporal interest points are selected based on the information of connectivity of human silhouettes. Then, the GMM clustering is performed on the points in the training set and the spatial-temporal words are generated. Finally, these spatial-temporal words are trained to obtain the GMM of each behavior for human behavior recognition. This algorithm can be applied both to single behavior recognition and to interactive behavior recognition. Experiment results on activity database show that this approach has a satisfactory identification rate of human activities.

Key words: communication, human action recognition, spatio-temporal interest point, Gaussian mixture model

CLC Number: 

  • TN911
[1] Candamo J, Shreve M, Goldgof D B, et al. Understanding transit scenes: a survey on human behavior-recognition algorithms[J]. IEEE Transactions on Intelligent Transportation Systems, 2010, 11(1): 206-224.
[2] 吴联世, 夏利民, 罗大庸. 人的交互行为识别与理解研究综述[J]. 计算机应用与软件, 2011, 28(11): 60-63.
Wu Lian-shi,Xia Li-min,Luo Da-yong. Survey on human interactive behavior recognition and comprehension[J]. Computer Applications and Software, 2011,28(11): 60-63.
[3] Ryoo M S, Aggarwal J K. Spatio-temporal relationship match: video structure comparison for recognition of complex human activities[C]∥IEEE 12th International Conference on Computer Vision, 2009: 1593-1600.
[4] Park S, Aggarwal J K. A hierarchical Bayesian network for event recognition of human actions and interactions[J]. ACM Journal of Multimedia Systems, Special Issue on Video Surveillance,2004, 10(2): 164-179.
[5] Ryoo M S, Aggarwal J K. Recognition of composite human activities through context-free grammar based representation[C]∥Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2006: 1709-1718.
[6] 韩磊, 李君峰, 贾云得. 基于时空单词的两人交互行为识别方法[J].计算机学报, 2010, 33(4): 776-784.
Han Lei, Li Jun-feng, Jia Yun-de. Human interaction recognition using Spatio-Temporal words[J].Chinese Journal of Computers, 2010, 33(4): 776-784.
[7] Harris C, Stephens M. A combined corner and edge detector[C]∥Proceeding of the 4th Alvey Vision Conference, 1988:147-151.
[8] Laptev I, Lindeberg T. Space-time interest points[C]∥Proceedings of Ninth IEEE International Conference on Computer Vision,2003: 432-439.
[9] Dollár P, Rabaud V, Cottrell G, et al. Behavior recognition via sparse spatio-temporal features[C]∥Proceedings of 2nd Joint IEEE International Workshop on Visual Surveillance and Performance Evaluation of Tracking and Surveillance,2005: 65-72.
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