• Laser & Optoelectronics Progress
  • Vol. 56, Issue 16, 161012 (2019)
Yong Tan1, Linbo Xie1、*, Hongwei Feng2, Li Peng1, and Zhengdao Zhang1
Author Affiliations
  • 1 School of Internet of Things Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
  • 2 Wuxi Institute of Technology, Wuxi, Jiangsu 214122, China
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    DOI: 10.3788/LOP56.161012 Cite this Article Set citation alerts
    Yong Tan, Linbo Xie, Hongwei Feng, Li Peng, Zhengdao Zhang. Flame Detection Algorithm Based on Image Processing Technology[J]. Laser & Optoelectronics Progress, 2019, 56(16): 161012 Copy Citation Text show less
    Flow chart of flame foreground extraction
    Fig. 1. Flow chart of flame foreground extraction
    Comparison of results obtained by single-color model and proposed method. (a)(f)(k) Original images, (b)(g)(l) images obtained by RGB model; (c)(h)(m) images obtained by HSI model; (d)(i)(n) images obtained by Fuzzy Re-fusion of double-color spatial model; (e)(j)(o) images obtained by proposed method
    Fig. 2. Comparison of results obtained by single-color model and proposed method. (a)(f)(k) Original images, (b)(g)(l) images obtained by RGB model; (c)(h)(m) images obtained by HSI model; (d)(i)(n) images obtained by Fuzzy Re-fusion of double-color spatial model; (e)(j)(o) images obtained by proposed method
    Proportions of Cb and Cr component values. (a)(d) Flame; (b)(e) flame analogue; (e)(f) without flame
    Fig. 3. Proportions of Cb and Cr component values. (a)(d) Flame; (b)(e) flame analogue; (e)(f) without flame
    Basic structural diagram of PNN
    Fig. 4. Basic structural diagram of PNN
    ECM-PNN training fitting result
    Fig. 5. ECM-PNN training fitting result
    ECM-PNN test result
    Fig. 6. ECM-PNN test result
    AlgorithmTPR /%TNR /%
    R-FCN+ResNet[2]98.2596.3
    Naive Bayes[4]94.4198.15
    FCM+SVM[5]94.7898.68
    BP Neural Network[7]99.197.3
    GMHI+SVM[9]97.02100
    Traditional PNN9898
    ECM-PNN99.3399.33
    Table 1. Comparison of test data of different algorithms
    Yong Tan, Linbo Xie, Hongwei Feng, Li Peng, Zhengdao Zhang. Flame Detection Algorithm Based on Image Processing Technology[J]. Laser & Optoelectronics Progress, 2019, 56(16): 161012
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