An effective four-stage smoke-detection algorithm using video images for early fire-alarm systems

Fire Safety Journal

Volumn 46, Issue 5, 2011, Pages 276-282

  Tung, Truong Xuan ^a   Kim, Jong Myon ^a  

^a University of Ulsan   (South Korea)

Author keywords

Fuzzy c means algorithm; Support vector machine; Video smoke detection

Indexed keywords

ALARM SYSTEMS; COPYING; FUZZY CLUSTERING; SIGNAL DETECTION; SUPPORT VECTOR MACHINES; SURFACE ROUGHNESS; VECTORS;

DETECTION ALGORITHM; EARLY FIRE; FUZZY C-MEAN ALGORITHM; FUZZY C-MEANS METHODS; MOVING REGIONS; SMOKE DETECTION; SUPPORT VECTORS MACHINE; VIDEO FRAME; VIDEO IMAGE; VIDEO SMOKE DETECTION;

SMOKE;

EID: 79956138737     PISSN: 03797112     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.firesaf.2011.03.003     Document Type: Article

References (23)

1. C. Thou-Ho, Y. Yen-Hui, H. Shi-Feng, Y. Yan-Ting, The smoke detection for early fire-alarming system based on video processing, in: Proceedings of the IEEE International Conference on Intelligent Information Hiding and Multimedia Signal Processing, December 2006, pp. 427430.
2. W. Zheng, W. Xingang, A. Wenchuan, C. Jianfeng, Target-tracking based early fire smoke detection in video, in: Proceedings of the 5th IEEE International Conference on Image and Graphics, 2009, pp. 172176.
3. F. Yuan A fast accumulative motion orientation model based on integral image for video smoke detection Pattern Recognition Letters 29 2008 925 932
4. J. Yang, F. Chen, W. Zhang, Visual-based smoke detection using support vector machine, in: Proceedings of the Fourth International Conference on Natural Computation, vol. 4, 2008, pp. 301305.
5. G. Jayavardhana, M. Slaven, and P. Marimunthu Smoke detection in video using wavelets and support vector machines Fire Safety Journal 44 2009 1110 1115
6. B. Ugru Toreyin, Y. Dedeoglu, A. Enis Cetin, Wavelet based real-time smoke detection in video, in: Proceedings of the European Signal Processing Conference, 2005.
7. B. Ugru Toreyin, Y. Dedeoglu, A. Enis Cetin, Contour based smoke detection in video using wavelets, in: Proceedings of the European Signal Processing Conference, 2006.
8. X. Zhengguang, X. Jialin, Automatic fire smoke detection based on image visual features, in: Proceedings of the International Conference on Computational Intelligence and Security Workshops, 2007, pp. 316319.
9. J.C. Bezdek Pattern Recognition with Fuzzy Objective Function Algorithms 1981 Pleum Press New York
10. J.C. Bezdek, J. Keller, R. Krisnapuram, and N. Pal FUZZY Models and Algorithms for Pattern Recognition and Image Processing 2005 Springer
11. S. Krinidis, and V. Chatzis A robust fuzzy local information c-means clustering algorithm IEEE Transactions on Image Processing 19 5 2010 1228 1337
12. V. Vapnik Estimation of Dependences Based on Empirical Data 1982 Springer-Verlag
13. V. Vapnik Statistical Learning Theory 1995 Springer New York
14. C.J.C. Burges A tutorial on support vector machines for pattern recognition Journal of Knowledge Discovery and Data Mining 2 1998 121 167 (Pubitemid 128695475)
15. J.C. Platt, Sequential minimal optimization: A fast algorithm for training support vector machines, Microsoft Research Technical Report MSR-TR-98-14, April 1998.
16. N. Cristianini, and J. Shawe-Taylor An Introduction to Support Vector Machines and Other Kernel-Based Learning Methods 2000 Cambridge University Press
17. M. Piccardi, Background subtraction techniques: a review, in: Proceedings of the IEEE International Conference on Systems, Man and Cybernetics, vol. 4, 2004, pp. 30993104. (Pubitemid 40408308)
18. N.J.B. McFarlane, and C.P. Schofield Segmentation and tracking of piglets in images Machine Vision and Application 8 3 1995 187 193
19. V. Bhaskaran, and K. Konstantinides Image and Video Compression Standards: Algorithms and Architectures 1997 Kluwer Academic Publishers pp. 410412
20. K.S. Tan, and N.A.M. Isa Color image segmentation using histogram thresholding-fuzzy c-means hybrid approach Pattern Recognition 44 2010 1 15
21. R.J. Ferrari, H. Zhang, and C.R. Kube Real-time detection of steam in video images Pattern Recognition 40 2007 1148 1159 (Pubitemid 44667760)
22. B.-C. Ko, K.-H. Cheong, and J.-Y. Nam Fire detection based on vision sensor and support vector machines Fire Safety Journal 44 2009 322 329
23. J.C. Dunn A fuzzy relative of the ISODATA process and its use in detecting compact, well-separated clusters J. Cybern. 3 1973 32 57