RELIABLE SMOKE DETECTION SYSTEM IN THE DOMAINS OF IMAGE ENERGY AND COLOR

被引:44
作者
Piccinini, Paolo [1 ]
Calderara, Simone [1 ]
Cucchiara, Rita [1 ]
机构
[1] Univ Modena, DII, I-41100 Modena, Italy
来源
2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5 | 2008年
关键词
Scene analysis; wavelet transforms; image processing; alarm systems;
D O I
10.1109/ICIP.2008.4712020
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Smoke detection calls for a reliable and fast distinction between background, moving objects and variable shapes that are recognizable as smoke. In our system we propose a stable background suppression module joined with a smoke detection module working on segmented objects. It exploits two features: the energy variation in wavelet model and a color model of the smoke. The decrease of energy ratio in wavelet domain between back-ground and current image is a clue to detect smoke representing the variations of texture level. A mixture of Gaussians models this texture ratio for temporal evolution. The color model is used as reference to measure the deviation of the current pixel color from the model. The two features have been combined using a Bayesian classifier to detect smoke in the scene. Experiments on real data and a comparison between our background model and Gaussian Mixture(MOG) model for smoke detection are presented
引用
收藏
页码:1376 / 1379
页数:4
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