Forest Fire Detection Method Based on Transfer Learning of Convolutional Neural Network

Yajie Fu; Hongli Zhang

doi:10.3788/LOP57.041010

[1] Gao W[J]. Problems and suggestions for forest fire prevention Modern Agricultural Science and Technology, 2018, 142-143.

[2] Marbach G, Loepfe M, Brupbacher T. An image processing technique for fire detection in video images[J]. Fire Safety Journal, 41, 285-289(2006).

[3] Kandil M, Salama M. A new hybrid algorithm for fire vision recognition. [C]∥IEEE EUROCON 2009, May 18-23, 2009, St. Petersburg, Russia. New York: IEEE, 1460-1466(2009).

[4] Vipin V. Image processing based forest fire detection[J]. International Journal of Emerging Technology and Advanced Engineering, 2, 87-95(2012).

[5] Mei J J, Zhang W. Early fire detection algorithm based on ViBe and machine learning[J]. Acta Optica Sinica, 38, 0710001(2018).

[6] Fu T J. Forest fire image recognition algorithm and realization based on deep learning[D]. Beijing: Beijing Forestry University(2016).

[7] Frizzi S, Kaabi R, Bouchouicha M et al. Convolutional neural network for video fire and smoke detection. [C]∥IECON 2016-42nd Annual Conference of the IEEE Industrial Electronics Society, October 23-26, 2016, Florence, Italy. New York: IEEE, 877-882(2016).

[8] Wu X H, Lu X B, Leung H. An adaptive threshold deep learning method for fire and smoke detection. [C]∥2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), October 5-8, 2017, Banff, AB, Canada. New York: IEEE, 1954-1959(2017).

[9] Fu T J, Zheng C G, Tian Y et al[J]. Forest fire recognition based on deep convolutional neural network under complex background Computer and Modernization, 2016, 52-57.

[10] Wang L W, Li J M, Zhou G M et al. Application of deep transfer learning in hyperspectral image classification[J]. Computer Engineering and Applications, 55, 181-186(2019).

[11] Krizhevsky A, Sutskever I, Hinton G E. ImageNet classification with deep convolutional neural networks. [C]∥Advances in Neural Information Processing Systems, December 3-6, 2012, Lake Tahoe, Nevada, United States. [S.l:]: NIPS, 1097-1105(2012).

[12] Uijlings J R R, Gevers T et al. Selective search for object recognition[J]. International Journal of Computer Vision, 104, 154-171(2013). http://dl.acm.org/citation.cfm?id=2509382

[13] Chu J H, Wu Z R, Lü W et al. Breast cancer diagnosis system based on transfer learning and deep convolutional neural networks[J]. Laser & Optoelectronics Progress, 55, 081001(2018).