An adaptive real-time background subtraction and moving shadows detection

被引:6
|
作者
Thongkamwitoon, T [1 ]
Aramvith, S [1 ]
Chalidabhongse, TH [1 ]
机构
[1] Chulalongkorn Univ, Fac Engn, Dept Elect Engn, Bangkok 10330, Thailand
来源
2004 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXP (ICME), VOLS 1-3 | 2004年
关键词
D O I
10.1109/ICME.2004.1394510
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a statistical adaptive realtime background subtraction algorithm that is very robust to moving shadows and dynamic scene environment. The algorithm enhances the previously developed method reported in [4] by adding adaptation of modeling correspond to dynamic background using adaptive brightness and color distortion. In addition, we propose a novel "vivacity factor" to measure activities of foreground objects. It is used to delay the adaptation rate for the area of often-occurred moving foregrounds. Our method provides a solution to real-time moving object and shadow detection in dynamic background scene from video stream. We also develop the learning-rate control mechanism that was not addressed by most background subtraction algorithms.
引用
收藏
页码:1459 / 1462
页数:4
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