A Fast and Robust Algorithm for Fighting Behavior Detection Based on Motion Vectors

被引:5
|
作者
Xie, Jianbin [1 ]
Liu, Tong [1 ]
Yan, Wei [1 ]
Li, Peiqin [1 ]
Zhuang, Zhaowen [1 ]
机构
[1] Natl Univ Def Technol, Dept Elect Sci & Engn, Changsha 410073, CO, Peoples R China
关键词
Surveillance scene; fighting behavior; motion vectors; average maximum violence index; image analysis;
D O I
10.3837/tiis.0000.00.000
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a fast and robust algorithm for fighting behavior detection based on Motion Vectors (MV), in order to solve the problem of low speed and weak robustness in traditional fighting behavior detection. Firstly, we analyze the characteristics of fighting scenes and activities, and then use motion estimation algorithm based on block-matching to calculate MV of motion regions. Secondly, we extract features from magnitudes and directions of MV, and normalize these features by using Joint Gaussian Membership Function, and then fuse these features by using weighted arithmetic average method. Finally, we present the conception of Average Maximum Violence Index (AMVI) to judge the fighting behavior in surveillance scenes. Experiments show that the new algorithm achieves high speed and strong robustness for fighting behavior detection in surveillance scenes.
引用
收藏
页码:2191 / 2203
页数:13
相关论文
共 50 条
  • [21] Global motion parameters estimation using a fast and robust algorithm
    Wang, DM
    Wang, LM
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1997, 7 (05) : 823 - 826
  • [22] Vision chip for very fast detection of motion vectors: Design and implementation
    Li, Z
    Aizawa, K
    IEICE TRANSACTIONS ON ELECTRONICS, 1999, E82C (09): : 1739 - 1748
  • [23] Edge block detection and motion vector information based fast VBSME algorithm
    Liu, Qin
    Huang, Yiqing
    Goto, Satoshi
    Ikenaga, Takeshi
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2008, E91A (08): : 1935 - 1943
  • [24] An Improved Fast Affine Motion Estimation Based on Edge Detection Algorithm for VVC
    Ren, Weizheng
    He, Wei
    Cui, Yansong
    SYMMETRY-BASEL, 2020, 12 (07):
  • [25] Vision chip for very fast detection of motion vectors: design and implementation
    Univ of Tokyo, Tokyo, Japan
    IEICE Trans Electron, 9 (1739-1748):
  • [26] Fast global motion estimation based on symmetry elimination and difference of motion vectors
    Institute of Advanced Digital Technology and Instrument, Zhejiang University, Hangzhou 310027, China
    Dianzi Yu Xinxi Xuebao, 2009, 4 (840-843):
  • [27] PTBBWD: A fast Process traffic behavior based worm detection algorithm
    Xiao Fengtao
    Hu Huaping
    Liu Bo
    Chen Xin
    2008 INTERNATIONAL SEMINAR ON FUTURE INFORMATION TECHNOLOGY AND MANAGEMENT ENGINEERING, PROCEEDINGS, 2008, : 181 - 186
  • [28] An Accurate and Robust Adaptive Motion Shadow Detection Algorithm
    Mcng, JinSong
    PROCEEDINGS OF THE 2016 12TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2016, : 289 - 294
  • [29] A robust background initialization algorithm with superpixel motion detection
    Xu, Zhe
    Min, Biao
    Cheung, Ray C. C.
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2019, 71 : 1 - 12
  • [30] A robust dynamic programming algorithm for motion detection and estimation
    Mozerov M.
    Kober V.
    Ovseevich I.A.
    Pattern Recognition and Image Analysis, 2007, 17 (02) : 175 - 182