Flame Detection using HSI Color Space

被引:0
|
作者
Toptas, Buket
Hanbay, Davut
机构
关键词
Flame; Fire Detection; Gauss Mixture Model; Color Space Area; FIRE;
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
Image processing based systems take important place in systems used to detect fires in open spaces. Vision-based systems can detect fires in open spaces from distances and detect the fire at an early stage. In this study, a fire/flame detection method based on the color analysis of the fire image is presented. The proposed method consists of three steps. First, the image in RGB space is converted to the HSI color space. Then a color filter is applied to determine the fire/flame candidate zone. In the second stage, fake fire zones within the candidate zone identified as fire are eliminated. In this phase, image difference and gauss mixture model is used to recover the fake fire areas. In the third step, the result of the two methods is subjected to AND processing. The AND operation ensures to detect the exact flame zone. As a result, the proposed algorithm has been tested using fire video images. The highest calculated accuracy is 96%.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Circle Detection Based on HSI Color Space
    MAO Xia
    [J]. CADDM, 2005, (01) : 36 - 40
  • [2] Circle Detection Based on HSI Color Space
    MAO XiaLI XingxinXUE Yuli School of Electronic and Information Engineering Beijing University of Aeronautics and Astronautics Beijing China
    [J]. Computer Aided Drafting,Design and Manufacturing., 2005, Design and Manufacturing.2005 (01) - 40
  • [3] HSI Color Space with Same Gamut of RGB Color Space
    Kamiyama, Minako
    Taguchi, Akira
    [J]. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2017, E100A (01) : 341 - 344
  • [4] Shadow detection in color aerial images based on HSI space and color attenuation relationship
    Shi, Wenxuan
    Li, Jie
    [J]. EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2012,
  • [5] Shadow detection in color aerial images based on HSI space and color attenuation relationship
    Wenxuan Shi
    Jie Li
    [J]. EURASIP Journal on Advances in Signal Processing, 2012
  • [6] Color segmentation in the HSI color space using the K-means algorithm
    Weeks, AR
    Hague, GE
    [J]. NONLINEAR IMAGE PROCESSING VIII, 1997, 3026 : 143 - 154
  • [7] Color image watermarking in HSI space
    Coltuc, D
    Bolon, P
    [J]. 2000 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL III, PROCEEDINGS, 2000, : 698 - 701
  • [8] A dichotomy color quantization algorithm for the HSI color space
    Xia Yu
    Huaiyu Zhuang
    Yani Cui
    Jiaxian Deng
    Jia Ren
    Haixia Long
    [J]. Scientific Reports, 13
  • [9] A dichotomy color quantization algorithm for the HSI color space
    Yu, Xia
    Zhuang, Huaiyu
    Cui, Yani
    Deng, Jiaxian
    Ren, Jia
    Long, Haixia
    [J]. SCIENTIFIC REPORTS, 2023, 13 (01)
  • [10] Color Image Enhancement in Improved HSI Color Space
    Yoshinari, Kazuya
    Murahira, Kota
    Hoshi, Yoshikatsu
    Taguchi, Akira
    [J]. 2013 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATIONS SYSTEMS (ISPACS), 2013, : 429 - 434