BACKGROUND MODELING FROM A FREE-MOVING CAMERA BY MULTI-LAYER HOMOGRAPHY ALGORITHM

被引:35
作者
Jin, Yuxin [1 ]
Tao, Linmi [1 ]
Di, Huijun [1 ]
Rao, Naveed I. [1 ]
Xu, Guangyou [1 ]
机构
[1] Tsinghua Univ, Dept Comp Sci, Beijing, Peoples R China
来源
2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5 | 2008年
关键词
Multi-layer Homography; free-moving camera; background model;
D O I
10.1109/ICIP.2008.4712069
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 proposes a novel Multi-layer Homography Algorithm for background modeling from a free-moving camera. Background is composed of many planes. Different planes satisfy with different homographies which can be found by our algorithm. Each pixel except for the moving pixel definitely belongs to some plane. Rectified by the corresponding homography, each static pixel in the shared view can find its match in the previous frame. Thus, frames can be rectified to a specific viewpoint for background modeling. Experiment shows it is effective. Our approach can be used in motion detection from a free-moving camera.
引用
收藏
页码:1572 / 1575
页数:4
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