Computer vision based method for real-time fire and flame detection

被引:409
|
作者
Töreyin, BU
Dedeoglu, Y
Güdükbay, U
Çetin, AE
机构
[1] Bilkent Univ, Dept Elect & Elect Engn, TR-06800 Bilkent, Ankara, Turkey
[2] Bilkent Univ, Dept Comp Engn, TR-06800 Bilkent, Ankara, Turkey
关键词
fire detection in video; wavelet transform; Gaussian mixture model; event detection in video;
D O I
10.1016/j.patrec.2005.06.015
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 proposes a novel method to detect fire and/or flames in real-time by processing the video data generated by an ordinary camera monitoring a scene. In addition to ordinary motion and color clues, flame and fire flicker is detected by analyzing the video in the wavelet domain. Quasi-periodic behavior in flame boundaries is detected by performing temporal wavelet transform. Color variations in flame regions are detected by computing the spatial wavelet transform of moving fire-colored regions. Another clue used in the fire detection algorithm is the irregularity of the boundary of the fire-colored region. All of the above clues are combined to reach a final decision. Experimental results show that the proposed method is very successful in detecting fire and/or flames. In addition, it drastically reduces the false alarms issued to ordinary fire-colored moving objects as compared to the methods using only motion and color clues. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:49 / 58
页数:10
相关论文
共 50 条
  • [21] Real-Time Computer Vision with OpenCV
    Pulli, Kari
    Baksheev, Anatoly
    Kornyakov, Kirill
    Eruhimov, Victor
    COMMUNICATIONS OF THE ACM, 2012, 55 (06) : 61 - 69
  • [22] An intelligent real-time fire-detection method based on video processing
    Chen, THCH
    Kao, CL
    Chang, SM
    37TH ANNUAL 2003 INTERNATIONAL CARNAHAN CONFERENCE ON SECURITY TECHNOLOGY, PROCEEDINGS, 2003, : 104 - 111
  • [23] A Computer Vision-Based Real-Time Load Perception Method for Belt Conveyors
    Zhang, Mengchao
    Zhou, Manshan
    Shi, Hao
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2020, 2020 (2020)
  • [24] A Seam Deviation Real-time Detection Method based on Laser Vision Technology
    Zhang, Wen-ming
    Liu, Xiao-xi
    Xu, Jian
    2015 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND APPLICATIONS (CSA), 2015, : 52 - 54
  • [25] Real-time grasping of unknown objects based on computer vision
    Sanz, PJ
    delPobil, AP
    Inesta, JM
    8TH INTERNATIONAL CONFERENCE ON ADVANCED ROBOTICS, 1997 PROCEEDINGS - ICAR'97, 1997, : 319 - 324
  • [26] Real-Time Piano Music Transcription Based on Computer Vision
    Akbari, Mohammad
    Cheng, Howard
    IEEE TRANSACTIONS ON MULTIMEDIA, 2015, 17 (12) : 2113 - 2121
  • [27] A Real-Time Stereo Vision Based Obstacle Detection
    Baha, Nadia
    Tolba, Mouslim
    EMERGING TRENDS AND ADVANCED TECHNOLOGIES FOR COMPUTATIONAL INTELLIGENCE, 2016, 647 : 347 - 364
  • [28] Computer vision architecture for real-time face and hand detection and tracking
    González-Ortega, D
    Díaz-Pernas, FJ
    Díez-Higuera, JF
    Mantínez-Zarzuela, M
    Boto-Giralda, D
    VISUAL INFORMATION AND INFORMATION SYSTEMS, 2006, 3736 : 35 - 49
  • [29] Real-time clipper tip visibility detection using computer vision
    Aspart, F.
    Bolmgren, J. Lindstroem
    Lavanchy, J. L.
    Beldi, G.
    Woods, S.
    Padoy, N.
    Hosgor, E.
    BRITISH JOURNAL OF SURGERY, 2021, 108 : 31 - 31
  • [30] A behavior-based flame detection method for a real-time video surveillance system
    Kuo, Jong-Yih
    Lai, Tai-Yu
    Fanjiang, Yong-Yi
    Huang, Fu-Chu
    Liao, Yi-Han
    JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2015, 38 (07) : 947 - 958