An early fire detection algorithm using IP cameras

Sensors (Switzerland)

Volumn 12, Issue 5, 2012, Pages 5670-5686

  Millan Garcia, Leonardo ^a   Sanchez Perez, Gabriel ^a   Nakano, Mariko ^a   Toscano Medina, Karina ^a   Perez Meana, Hector ^a   Rojas Cardenas, Luis ^b  

^a INSTITUTO POLITÉCNICO NACIONAL   (Mexico)

^b DEPARTAMENTO DE QUÍMICA   (Mexico)

Author keywords

DCT; DCT inter transformation; Early fire detection; IP camera; Smoke detection; Video surveillance

Indexed keywords

EID: 84861557946     PISSN: 14248220     EISSN: None     Source Type: Journal    
DOI: 10.3390/s120505670     Document Type: Article

References (18)

1. Chen, T.; Yin, S; Huang, Y.; Ye, Y. The Smoke Detection for Early Fire-Alarming System Based on Video Processing. In Proceedings of International Conference on Intelligent Information Hiding and Multimedia Signal Processing, Pasadena, CA, USA, 18-20 December 2006.
2. Horng, W.; Peng, J. Image-Based Fire Detection Using Neural Networks. In Proceedings of Joint Conference on Information Sciences, Kaohsing, Taiwan, 8-11 October 2006.
3. Ugur-Töreyin, B.; Dedeoglu, Y.; Enis-Çetin, A. Flame Detection in Video Using Hidden Markov Models. In Proceedings of IEEE International Conference on Image Processing, Genoa, Italy, 11-14 September 2005.
4. Dedeoglu, Y.; Ugur-Töreyin, B.; Ugur-Güdükbay, A.; Enis-Çetin, A. Real-Time Fire and Flame Detection in Video. In Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing, Philadelphia, PA, USA, 18-23 March 2005.
5. Ugur-Töreyin, B; Enis-Çetin, A. Wavelet Based Real-Time Smoke Detection in Video. In Proceedings of European Signal Processing Conference, Antalya, Turkey, 4-8 September 2005.
6. Ugur-Töreyin, B; Dedeoglu, Y; Enis-Çetin, A. Contour Based Smoke Detection in Video Using Wavelets. In Proceedings of European Signal Processing Conference, Florence, Italy, 4-8 September 2006.
7. Xu, Z.; Xu, J. Automatic Fire Smoke Detection Based on Image Visual Features. In Proceedings of International Conference on Computational Intelligence and Security Workshops, Heilongjiang, China, 15-19 December 2007.
8. Yuan, F. A Fast Accumulative Motion Orientation Model Based on Integral Image for Video Smoke Detection. Patt. Recog. Lett. 2008, 29, 925-932.
9. Han, D; Lee, B. Flame and Smoke Detection Method for Early Real-Time Detection of a Tunnel Fire. Fire Safety J. 2009, 44, 951-961.
10. Yuan F. Video-Based Smoke Detection with Histogram Sequence of LBP and LBPV Pyramids. Fire Safety J. 2011, 46, 132-139.
11. Yu C.; Faon J.; Wang J.; Zhang Y.; State K. Video Fire Smoke Detection Using Motion and Color Features. Fire Technol. 2010, 46, 651-663.
12. Schneiderman, R. Trends in Video Surveillance Given DSP an Apps Boost. IEEE Sign. Process. Mag. 2010, 6, 6-12.
13. Millan, L.; Sanchez G.; Rojas L.; Nakano M.; Toscano K.; Early Fire Detection Algorithm Using IP Camera. In Proceedings of Ubiquitous Computing and Ambient Intelligence, Cancun, Mexico, 5-9 December 2011.
14. Jianmin, J.; Guocan, F. The Spatial Relationship of DCT Coefficients between a Block and its Sub-Blocks. IEEE Trans. Sign. Process. 2002, 50, 1160-1169.
15. Davis, B.J; Nawab, S.H. The Relationship of Transform Coefficients for Differing Transform and/or Differing Subblock Sizes. IEEE Trans. Sign. Process. 2004, 52, 1458-1461.
16. Sample Fire and Smoke Video Clips. Available online: http://signal.ee.bilkent.edu.tr/VisiFire/Demo/SampleClips.html (accessed on 10 November 2011).
17. SEPI ESIME Culhuacan. Available online: http://www.posgrados.esimecu.ipn.mx/videos_smoke (accessed on 10 November 2011).
18. Jakovcevic, T.; Setic L.; Stipanicev D. Krstinic D.; Wildfire Smoke-Detection Algorithms Evaluation. In Proceedings of International Conference on Forest Fire Research, Coimbra, Portugal, 15-18 November 2010.