Covariance matrix-based fire and flame detection method in video

Machine Vision and Applications - Tập 23 Số 6 - Trang 1103-1113 - 2012
Y. Hakan Habiboǧlu1, Osman Günay1, A. Enis Çetin1
1Department of Electrical and Electronics Engineering, Bilkent University, Ankara 06800, Turkey

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Tài liệu tham khảo

Bradski, G.: The OpenCV Library. Dr. Dobb’s J. Softw. Tools (2000)

Çetin A.E., Porikli F.: Special issue on dynamic textures in video. Mach. Vis. Appl. 22(5), 739–740 (2011)

Cetin, A.E.: Computer vision based fire detection software (2007). http://signal.ee.bilkent.edu.tr/VisiFire/index.html

Chang, C.C., Lin, C.J.: LIBSVM: a library for support vector machines (2001). Software available at http://www.csie.ntu.edu.tw/~cjlin/libsvm

Chen, T.H., Wu, P.H., Chiou, Y.C.: An early fire-detection method based on image processing. In: International Conference on Image Processing (ICIP), vol. 3, pp. 1707–1710 (2004)

Dedeoğlu, Y., Töreyin, B.U., Güdükbay, U., Çetin, A.E.: Real-time fire and flame detection in video. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP, pp. 669–672 (2005)

Doretto G., Chiuso A., Wu Y.N., Soatto S.: Dynamic textures. Int. J. Comput. Vis. 51(2), 91–109 (2003)

Ferrari R., Zhang H., Kube C.: Real-time detection of steam in video images. Pattern Recogn. 40(3), 1148–1159 (2007)

FIRESENSE: Fire detection and management through a multi-sensor network for the protection of cultural heritage areas from the risk of fire and extreme weather conditions, fp7-env-2009-1-244088-firesense (2009). http://www.firesense.eu

Friedman, J., Hastie, T., Tibshirani, R.: Additive logistic regression: a statistical view of boosting. Ann. Stat. 28 (1998)

Garcia, V., Debreuve, E., Barlaud, M.: Fast k-nearest neighbor search using GPU. In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 1–6 (2008)

Gunay O., Tasdemir K., Töreyin B.U., Çetin A.E.: Fire detection in video using lms based active learning. Fire Technol. 46, 551–577 (2010)

Hong, W., Peng, J., Chen, C.: A new image-based real-time flame detection method using color analysis. In: IEEE International Conference on Networking, Sensing and Control, pp. 100–105 (2005)

Phillips, W III., Shah M., da Vitoria Lobo, N.: Flame recognition in video. In: Fifth IEEE Workshop on application of Computer Vision, vol. 23, pp. 224–229 (2000)

Liu, C.B., Ahuja, N.: Vision based fire detection. In: 17th International Conference on Pattern Recognition (ICPR), vol. 4, pp. 134–137 (2004)

Lu, T.F., Peng, C.Y., Horng, W.B., Peng, J.W.: Flame feature model development and its application to flame detection. In: Proceedings of the First International Conference on Innovative Computing, Information and Control (ICICIC), pp. 158–161 (2006)

Péteri, R., Fazekas, S., Huiskes, M.J.: DynTex : a Comprehensive Database of Dynamic Textures. Pattern Recogn. Lett. (2010). http://projects.cwi.nl/dyntex/

Phillips, W I., Shah, M., Da Vitoria Lobo, N.: Flame recognition in video. In: Fifth IEEE Workshop on Applications of Computer Vision, pp. 224–229 (2000)

Porikli, F., Tuzel, O.: Fast construction of covariance matrices for arbitrary size image. In: IEEE International Conference on Image Processing (ICIP), pp. 1581–1584 (2006)

Schapire R.E., Singer Y.: Improved boosting algorithms using confidence-rated predictions. Mach. Learn. 37, 297–336 (1999)

Shi, L., Cao, Z.: The flame detection and background interference filtering algorithm based on video images. In: Proceedings of the 2009 WRI World Congress on Computer Science and Information Engineering (CSIE), pp. 559–563 (2009)

Töreyin, B.U., Çetin, A.E.: Online detection of fire in video. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1–5 (2007)

Töreyin B.U., Cinbis R.G., Dedeoğlu Y., Çetin A.E.: Fire detection in infrared video using wavelet analysis. Opt. Eng. 46, 551–577 (2007)

Töreyin, B.U., Dedeoğlu, Y., Çetin, A.E.: Flame detection in video using hidden markov models. In: IEEE International Conference on Image Processing (ICIP), vol. 2, pp. 1230–1233 (2005)

Töreyin B.U., Dedeoğlu Y., Güdükbay U., Çetin A.E.: Computer vision based method for real-time fire and flame detection. Pattern Recogn. Lett. 27(1), 49–58 (2006)

Tuna H., Onaran I., Çetin A.E.: Image description using a multiplier-less operator. IEEE Signal Process. Lett. 16(9), 751–753 (2009)

Tuzel, O., Porikli, F., Meer, P.: Region covariance: a fast descriptor for detection and classification. In: European Conference on Computer Vision (ECCV), pp. 589–600 (2006)

Yamagishi, H., Yamaguchi, J.: A contour fluctuation data processing method for fire flame detection using a color camera. In: 26th Annual Conference of the IEEE Industrial Electronics Society (IECON), vol. 2, pp. 824–829 (2000)