Fight Detection Based On Hidden Markov Model

被引:0
|
作者
Liu, Dejian [1 ]
Wu, Jinyong [1 ]
Wang, Yike [1 ]
Wang, Jun [1 ]
Gong, Zhuo [1 ]
机构
[1] AnKe Smart City Technol PRC Co Ltd, R&D Dept, Shenzhen 518034, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a novel approach to detect human fights based on Hidden Markov Model (HMM). We present two HMM models to the problem. The first one is Fight Model, the second is Ordinary Model. According to the motion analysis between people in the scene, features for human behavior have been proposed. Given the observation value of features in time sequence, the probability can be evaluated by two Models. The larger value means that the Model is the suitable one to describe what happens in the scene. Experimental result demonstrats that the method is robust and efficient in detecting human fight behaviors.
引用
收藏
页码:658 / 661
页数:4
相关论文
共 50 条
  • [1] Hidden Markov model based intrusion detection
    Liu, Zhi-Yong
    Qiao, Hong
    [J]. INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS, 2006, 3917 : 169 - 170
  • [2] Detection of Violence Based on Hidden Markov Model
    Lu Hui-qing
    Zhu Weinan
    Zhou Yuchao
    [J]. MATERIALS SCIENCE AND INFORMATION TECHNOLOGY, PTS 1-8, 2012, 433-440 : 4651 - 4655
  • [3] Intrusion detection based on Hidden Markov Model
    Yin, QB
    Shen, LR
    Zhang, RB
    Li, XY
    Wang, HQ
    [J]. 2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 3115 - 3118
  • [4] Apnea Detection Based on Hidden Markov Model Kernel
    Travieso, Carlos M.
    Alonso, Jesus B.
    Ticay-Rivas, Jaime R.
    del Pozo-Banos, Marcos
    [J]. ADVANCES IN NONLINEAR SPEECH PROCESSING, 2011, 7015 : 71 - 79
  • [5] LPI Emitter Detection Based on Hidden Markov Model
    Bayindir, Yilmaz
    Ozkazanc, Yakup
    [J]. 2020 28TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2020,
  • [6] Web robot detection based on hidden Markov model
    Lu, Wei-Zhou
    Yu, Shun-Zheng
    [J]. 2006 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, CIRCUITS AND SYSTEMS PROCEEDINGS, VOLS 1-4: VOL 1: SIGNAL PROCESSING, 2006, : 1806 - +
  • [7] Motor misalignment detection based on hidden markov model
    Wongsuwan, Tichate
    Tangamchit, Poj
    Prapanavarat, Cherdchai
    Pusayatanont, Mongkol
    [J]. 2006 INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES,VOLS 1-3, 2006, : 472 - +
  • [8] Hidden Markov Model Based Anomaly Intrusion Detection
    Jain, Ruchi
    Abouzakhar, Nasser S.
    [J]. 2012 INTERNATIONAL CONFERENCE FOR INTERNET TECHNOLOGY AND SECURED TRANSACTIONS, 2012, : 528 - 533
  • [9] A Survey on Metamorphic Malware Detection based on Hidden Markov Model
    Sasidharan, Satheesh Kumar
    Thomas, Ciza
    [J]. 2018 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2018, : 357 - 362
  • [10] Hypovigilance Detection for UCAV Operators Based on a Hidden Markov Model
    Choi, Yerim
    Kwon, Namyeon
    Lee, Sungjun
    Shin, Yongwook
    Ryo, Chuh Yeop
    Park, Jonghun
    Shin, Dongmin
    [J]. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2014, 2014