光学学报, 2018, 38 (7): 0710001, 网络出版: 2018-09-05   

基于ViBe与机器学习的早期火灾检测算法 下载: 1044次

Early Fire Detection Algorithm Based on ViBe and Machine Learning
作者单位
天津大学微电子学院, 天津 300072
引用该论文

梅建军, 张为. 基于ViBe与机器学习的早期火灾检测算法[J]. 光学学报, 2018, 38(7): 0710001.

Jianjun Mei, Wei Zhang. Early Fire Detection Algorithm Based on ViBe and Machine Learning[J]. Acta Optica Sinica, 2018, 38(7): 0710001.

参考文献

[1] 赵建华, 方俊, 疏学明. 基于神经网络的火灾烟雾识别方法[J]. 光学学报, 2003, 23(9): 1086-1089.

    赵建华, 方俊, 疏学明. 基于神经网络的火灾烟雾识别方法[J]. 光学学报, 2003, 23(9): 1086-1089.

    Zhao J H, Fang J, Shu X M. An identification method of fire smoke based on neural network[J]. Acta Optica Sinica, 2003, 23(9): 1086-1089.

    Zhao J H, Fang J, Shu X M. An identification method of fire smoke based on neural network[J]. Acta Optica Sinica, 2003, 23(9): 1086-1089.

[2] Çelik T, Demirel H. Fire detection in video sequences using a generic color model[J]. Fire Safety Journal, 2009, 44(2): 147-158.

    Çelik T, Demirel H. Fire detection in video sequences using a generic color model[J]. Fire Safety Journal, 2009, 44(2): 147-158.

[3] Qiu T, Yan Y, Lu G. An autoadaptive edge-detection algorithm for flame and fire image processing[J]. IEEE Transactions on Instrumentation and Measurement, 2012, 61(5): 1486-1493.

    Qiu T, Yan Y, Lu G. An autoadaptive edge-detection algorithm for flame and fire image processing[J]. IEEE Transactions on Instrumentation and Measurement, 2012, 61(5): 1486-1493.

[4] Wang D C, Cui X N, Park E, et al. Adaptive flame detection using randomness testing and robust features[J]. Fire Safety Journal, 2013, 55: 116-125.

    Wang D C, Cui X N, Park E, et al. Adaptive flame detection using randomness testing and robust features[J]. Fire Safety Journal, 2013, 55: 116-125.

[5] 邵婧, 王冠香, 郭蔚. 基于视频动态纹理的火灾检测[J]. 中国图象图形学报, 2013, 18(6): 647-653.

    邵婧, 王冠香, 郭蔚. 基于视频动态纹理的火灾检测[J]. 中国图象图形学报, 2013, 18(6): 647-653.

    Shao J, Wang G X, Guo W. Fire detection based on video dynamic texture[J]. Journal of Image and Graphics, 2013, 18(6): 647-653.

    Shao J, Wang G X, Guo W. Fire detection based on video dynamic texture[J]. Journal of Image and Graphics, 2013, 18(6): 647-653.

[6] 段锁林, 任珏朋, 毛丹, 等. 基于改进的PSO优化SVM火灾火焰识别算法研究[J]. 计算机测量与控制, 2016, 24(4): 202-205, 209.

    段锁林, 任珏朋, 毛丹, 等. 基于改进的PSO优化SVM火灾火焰识别算法研究[J]. 计算机测量与控制, 2016, 24(4): 202-205, 209.

    Duan S L, Ren J P, Mao D, et al. Fire flame recognition algorithm based on particle swarm optimization-based SVM[J]. Computer Measurement & Control, 2016, 24(4): 202-205, 209.

    Duan S L, Ren J P, Mao D, et al. Fire flame recognition algorithm based on particle swarm optimization-based SVM[J]. Computer Measurement & Control, 2016, 24(4): 202-205, 209.

[7] Zhang H J, Zhang N, Xiao N F. Fire detection and identification method based on visual attention mechanism[J]. Optik-International Journal for Light and Electron Optics, 2015, 126(24): 5011-5018.

    Zhang H J, Zhang N, Xiao N F. Fire detection and identification method based on visual attention mechanism[J]. Optik-International Journal for Light and Electron Optics, 2015, 126(24): 5011-5018.

[8] Khatami A, Mirghasemi S, Khosravi A, et al. A new PSO-based approach to fire flame detection using K-medoids clustering[J]. Expert Systems with Applications, 2017, 68: 69-80.

    Khatami A, Mirghasemi S, Khosravi A, et al. A new PSO-based approach to fire flame detection using K-medoids clustering[J]. Expert Systems with Applications, 2017, 68: 69-80.

[9] Toulouse T, Rossi L, Celik T, et al. Automatic fire pixel detection using image processing: a comparative analysis of rule-based and machine learning-based methods[J]. Signal, Image and Video Processing, 2016, 10(4): 647-654.

    Toulouse T, Rossi L, Celik T, et al. Automatic fire pixel detection using image processing: a comparative analysis of rule-based and machine learning-based methods[J]. Signal, Image and Video Processing, 2016, 10(4): 647-654.

[10] 段志刚, 李勇, 王恩德, 等. 基于光照不变图像的阴影图像道路及导航线提取算法[J]. 光学学报, 2016, 36(12): 1215004.

    段志刚, 李勇, 王恩德, 等. 基于光照不变图像的阴影图像道路及导航线提取算法[J]. 光学学报, 2016, 36(12): 1215004.

    Duan Z G, Li Y, Wang E D, et al. Road and navigation line detection algorithm from shadow image based on the illumination invariant image[J]. Acta Optica Sinica, 2016, 36(12): 1215004.

    Duan Z G, Li Y, Wang E D, et al. Road and navigation line detection algorithm from shadow image based on the illumination invariant image[J]. Acta Optica Sinica, 2016, 36(12): 1215004.

[11] 张进华, 李婷, 王孙安, 等. 可变视场下的火灾探测算法[J]. 西安交通大学学报, 2012, 46(10): 29-35.

    张进华, 李婷, 王孙安, 等. 可变视场下的火灾探测算法[J]. 西安交通大学学报, 2012, 46(10): 29-35.

    Zhang J H, Li T, Wang S A, et al. Early small flame detection algorithm based on vision system with variant field of view[J]. Journal of Xi'an Jiaotong University, 2012, 46(10): 29-35.

    Zhang J H, Li T, Wang S A, et al. Early small flame detection algorithm based on vision system with variant field of view[J]. Journal of Xi'an Jiaotong University, 2012, 46(10): 29-35.

[12] Truong T X, Kim J M. Fire flame detection in video sequences using multi-stage pattern recognition techniques[J]. Engineering Applications of Artificial Intelligence, 2012, 25(7): 1365-1372.

    Truong T X, Kim J M. Fire flame detection in video sequences using multi-stage pattern recognition techniques[J]. Engineering Applications of Artificial Intelligence, 2012, 25(7): 1365-1372.

[13] Borges P V K, Izquierdo E. A probabilistic approach for vision-based fire detection in videos[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2010, 20(5): 721-731.

    Borges P V K, Izquierdo E. A probabilistic approach for vision-based fire detection in videos[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2010, 20(5): 721-731.

[14] 吴茜茵, 严云洋, 杜静, 等. 多特征融合的火焰检测算法[J]. 智能系统学报, 2015, 10(2): 240-247.

    吴茜茵, 严云洋, 杜静, 等. 多特征融合的火焰检测算法[J]. 智能系统学报, 2015, 10(2): 240-247.

    Wu X Y, Yan Y Y, Du J, et al. Fire detection based on fusion of multiple features[J]. CAAI Transactions on Intelligent Systems, 2015, 10(2): 240-247.

    Wu X Y, Yan Y Y, Du J, et al. Fire detection based on fusion of multiple features[J]. CAAI Transactions on Intelligent Systems, 2015, 10(2): 240-247.

梅建军, 张为. 基于ViBe与机器学习的早期火灾检测算法[J]. 光学学报, 2018, 38(7): 0710001. Jianjun Mei, Wei Zhang. Early Fire Detection Algorithm Based on ViBe and Machine Learning[J]. Acta Optica Sinica, 2018, 38(7): 0710001.

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