International Journal of Electrical, Electronics and Data Communication (IJEEDC)
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May. 2022
Submitted Papers : 80
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Issue Published : 111
Paper Published : 1546
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  Journal Paper


Paper Title :
Smoke Detection Approach Using Wavelet Energy and Gabor Directional Orientations

Author :Dileep Kumar Appana, Jong-Myon Kim

Article Citation :Dileep Kumar Appana ,Jong-Myon Kim , (2016 ) " Smoke Detection Approach Using Wavelet Energy and Gabor Directional Orientations " , International Journal of Electrical, Electronics and Data Communication (IJEEDC) , pp. 26-29, Volume-4,Issue-8

Abstract : Sensing smoke at early stages is vital for averting fire events. This study proposed a video based approach that can detect smoke based on computations made from wavelet energy and directional orientations obtained from Gabor filter banks considering the characteristics such as diffusion, color, semi-transparent property. In the proposed model, pixels of smoke colored are identified by masking in HSV color space and a frame difference is applied to detect the motion. To extract the temporal feature vectors, we proposed a new method that determines the texture of smoke by applying Gabor filter bank with preferred orientations. In addition, wavelet energy is computed and is fed as another feature in to feature vectors. Finally these features are fed to a support vector machine (SVM) to discriminate our data more thoroughly and provide accurate detection of smoke. Experiments are carried out with benchmark datasets showing the proposed approach can work effectively with non-false alarm. Index Terms- Gabor Filter, Smoke Detection, Support Vector Machines, Temporal Features.

Type : Research paper

Published : Volume-4,Issue-8


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