Video-based smoke detection with histogram sequence of LBP and LBPV pyramids

Fire Safety Journal

Volumn 46, Issue 3, 2011, Pages 132-139

  Yuan, Feiniu ^a  

^a JIANGXI UNIVERSITY OF FINANCE AND ECONOMICS   (China)

Author keywords

Local binary pattern; Multi scale analysis; Neural network; Video based smoke detection

Indexed keywords

GRAPHIC METHODS; NEURAL NETWORKS; ROTATION; SECURITY SYSTEMS; SMOKE; STATISTICS;

FIRE DETECTION; IMAGE PYRAMIDS; LARGE SPACES; LOCAL BINARY PATTERNS; MULTI SCALE ANALYSIS; NEURAL-NETWORKS; ROTATION INVARIANCE; SMOKE DETECTION; VIDEO SURVEILLANCE SYSTEMS; VIDEO-BASED SMOKE DETECTION;

LOCAL BINARY PATTERN;

EID: 79951681956     PISSN: 03797112     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.firesaf.2011.01.001     Document Type: Article

References (23)

1. H. Yamagishi, J. Yamaguchi, A contour fluctuation data processing method for fire flame detection using a color camera, in: Proceedings of the IEEE 26th Annual Conference on IECON of the Industrial Electronics Society, Nagoya, Japan, vol. 2, no. 2228, October (2000) 824829. (Pubitemid 34089331)
2. S. Noda, K. Ueda, Fire detection in tunnels using an image processing method, in: Proceedings of the Vehicle Navigation and Information Systems Conference, Yokohama, Japan, 31 August2 September (1994) 5762.
3. W. PhillipsIII, M. ShahNiels Da Vitoria Lobo, Flame recognition in video, in: Proceedings of the Fifth IEEE Workshop on Applications of Computer Vision, Palm Springs, California, USA, December 46 (2000) 224229.
4. B.U. Toreyin, Y. Dedeoglu, and A.E. Cetin Computer vision based method for real-time fire and flame detection Pattern Recognition Letters 27 1 2006 49 58 (Pubitemid 41625542)
5. FeiNiu Yuan, GuangXuan Liao, WeiCheng Fan, HeQin Zhou, Vision based fire detection using mixture Gaussian model, in: Proceedings of the Eighth International Symposium on Fire Safety Science, Beijing, China, September 1822 (2005).
6. Byoung Chul Ko, Kwang-Ho Cheong, and Jae-Yeal Nam Fire detection based on vision sensor and support vector machines Fire Safety Journal 44 3 2009 322 329
7. B. Ugur Toreyin, A. Yigithan Dedeoglu, Enis Cetin, Wavelet based real-time smoke detection in video, in: Proceedings of the 13th European Signal Processing Conference EUSIPCO2005, Antalya, Turkey.
8. J. Gubbi, S. Marusic, and M. Palaniswami Smoke detection in video using wavelets and support vector machines Fire Safety Journal 2009 10.1016/j.firesaf.2009.08.003
9. P. Guillemant, and J. Vicente Real-time identification of smoke images by clustering motions on a fractal curve with a temporal embedding method Optical Engineering 40 4 2001 554 563 (Pubitemid 32432771)
10. R.J. Ferrari, H. Zhang, and C.R. Kube Real-time detection of steam in video images Pattern Recognition 40 3 2007 1148 1159 (Pubitemid 44667760)
11. D.T. Gottuk, J.A. Lynch, S.L. Rose-Pehrssonb, J.C. Owrutskyband, and F.W. Williams Video image fire detection for shipboard use Fire Safety Journal 41 4 2006 321 326
12. FeiNiu Yuan A fast accumulative motion orientation model based on integral image for video smoke detection Pattern Recognition Letters 29 7 2008 925 932
13. Dongil Han, and Byoungmoo Lee Flame and smoke detection method for early real-time detection of a tunnel fire Fire Safety Journal 44 2009 951 961
14. R.M. Haralik, K. Shanmugam, and I. Dinstein Texture features for image classification IEEE Transactions on Systems, Man and Cybernetics 3 6 1973 610 621
15. T. Ojala, M. Pietikainen, and T.T. Maenpaa Multiresolution gray-scale and rotation invariant texture classification with local binary pattern IEEE Transactions on Pattern Analysis and Machine Intelligence 24 7 2002 971 987 (Pubitemid 34835471)
16. X. Huang, S.Z. Li, Y. Wang, Shape localization based on statistical method using extended local binary pattern, in: Proceedings of Third International Conference on Image and Graphics (2004) 184187. (Pubitemid 40498060)
17. K. Jafari-Khouzani, and H. Soltanian-Zadeh Radon transform orientation estimation for rotation invariant texture analysis IEEE Transactions on Pattern Analysis and Machine Intelligence 27 6 2005 1004 1008 (Pubitemid 40889851)
18. Z.H. Guo, L. Zhang, and D. Zhang Rotation invariant texture classification using LBP variance (LBPV) with global matching Pattern Recognition 2009 10.1016/j.patcog.2009.08.017
19. S. Liao, Max W.K. Law, and C.S.Chung Albert Dominant local binary patterns for texture classification IEEE Transactions on Image Processing 18 5 2009 1107 1118
20. W. Wang, F.F. Huang, J.W. Li, and H.L. Feng Face description and recognition by LBP pyramid Journal of Computer Aided Design & Computer Graphics 21 1 2009 94 100
21. W.S. Mcculloch, and W. Pitts A logical calculus of the ideas immanent in nervous activity Bulletin of Mathematical Biophysics 5 1943 115 133
22. K. Hornik, M. Stinchcombe, and H. White Multilayer feed forward networks are universal approximators Neural Networks 2 1989 359 366 (Pubitemid 20609008)
23. S.I. Amari, N. Murata, K.R. Muller, M. Finke, and H.H. Yang Asymptotic statistical theory of over training and cross-validation IEEE Transactions on Neural Networks 8 1997 985 996 (Pubitemid 127763330)