DocumentCode :
1600081
Title :
An Effective Background Subtraction under the Mixture of Multiple Varying Illuminations
Author :
Guo, Yunlong ; Yang, Bo ; Ming, Yangyang ; Men, Aidong
Author_Institution :
Multimedia Technol. Center, Beijing Univ. of Posts & Telecommun., Beijing, China
Volume :
1
fYear :
2010
Firstpage :
202
Lastpage :
206
Abstract :
Background subtraction is an effective method in detecting moving objects in a static scene, which requires a fixed camera, and a static background. Illumination changing is a challenging problem which causes failure of background subtraction. Most background subtract algorithms require the illumination changing slowly, so the object can be tracked accurately and the background is easy to update. If the illumination changes rapidly and non-monotonously, many algorithms fail. In this paper, we do some research on the condition when there are multiple lights which simulate continuously and rapidly varying illuminations. This kind of condition has many applicable scenes in daily life. This scene can be seen not only in doors or in the dark or in underground architecture but also out doors or in the light. We propose a new algorithm based on the illumination factor which can be applied to not only the indoor environment but also outdoors with natural illumination. In our algorithm, illumination factor is computed through the comparison of background and the current frame. The background is estimated and updated based on this factor, which tracks the change of background accurately and reduces the chance of failure. Experiments have proven the effectiveness of our method.
Keywords :
feature extraction; image motion analysis; lighting; object detection; background subtraction; continuously varying illumination; illumination factor; moving object detection; rapidly varying illumination; static scene; Cameras; Colored noise; Computational modeling; Computer architecture; Computer simulation; Layout; Lighting; Object detection; Switches; Telecommunication computing; background subtraction; continuously varying illumination; illumination factor; multiple illuminations; rapidly varying illumination;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Modeling and Simulation, 2010. ICCMS '10. Second International Conference on
Conference_Location :
Sanya, Hainan
Print_ISBN :
978-1-4244-5642-0
Electronic_ISBN :
978-1-4244-5643-7
Type :
conf
DOI :
10.1109/ICCMS.2010.93
Filename :
5421404
Link To Document :
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