Early Fire Detection Algorithm Based on ViBe and Machine Learning

Jianjun Mei; Wei Zhang

doi:10.3788/AOS201838.0710001

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

[2] Çelik T, Demirel H. Fire detection in video sequences using a generic color model[J]. Fire Safety Journal, 44, 147-158(2009). http://www.sciencedirect.com/science/article/pii/S0379711208000568

[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, 61, 1486-1493(2012). http://ieeexplore.ieee.org/document/6119219/

[4] Wang D C, Cui X N, Park E et al. Adaptive flame detection using randomness testing and robust features[J]. Fire Safety Journal, 55, 116-125(2013). http://www.sciencedirect.com/science/article/pii/S0379711212001452

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

[6] 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, 24, 202-205, 209(2016).

[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, 126, 5011-5018(2015). http://www.sciencedirect.com/science/article/pii/S003040261501236X

[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, 68, 69-80(2017).

[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, 10, 647-654(2016).

[10] 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, 36, 1215004(2016).

[11] 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, 46, 29-35(2012).

[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, 25, 1365-1372(2012). http://www.sciencedirect.com/science/article/pii/S0952197612001030

[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, 20, 721-731(2010). http://dl.acm.org/citation.cfm?id=2324488

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