An updating method of self-adaptive background for moving objects detection in video

被引:5
|
作者
Fan, Di [1 ]
Cao, Maoyong [1 ]
Lv, Changzhi [1 ]
机构
[1] Shandong Univ Sci & Technol, Qingdao 266510, Peoples R China
关键词
D O I
10.1109/ICALIP.2008.4590095
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Background subtraction is a general and simple method in real-time detection of moving object. However,it requires the accurate current background image, and so far, no reasonable approach has been designed and impletnented for automatic background updating along with the illumination variance,which limits its applications. To overcome the above problem, a new self-adoptive background approximating and updating algorithm based on static background and kalman self-adaptive background(KAB) is presented in this paper. Moreover, the two renewal rates in KAB are obtained by the cumulants of background subtraction in object region and background region. Experimental results demonstrate that the proposed new background updating method can update the background exactly and quickly along with the variance of illumination, the renewal rates can vary with the video automatically and they bring certain noise immunity to the new dynamic background
引用
收藏
页码:1497 / 1501
页数:5
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