Real-time tracking of moving objects with an active camera

被引:45
|
作者
Daniilidis, K [1 ]
Krauss, C [1 ]
Hansen, M [1 ]
Sommer, G [1 ]
机构
[1] Univ Kiel, Inst Comp Sci, D-24105 Kiel, Germany
关键词
D O I
10.1006/rtim.1996.0060
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article is concerned with the design and implementation of a system for real-time monocular tracking of a moving object using the two degrees of freedom of a camera platform. Figure-ground segregation is based on motion without making any a priori assumptions about the object form. Using only the first spatiotemporal image derivatives, subtraction of the normal optical flow induced by camera motion yields the object image motion. Closed-loop control is achieved by combining a stationary Kalman estimator with an optimal Linear Quadratic Regulator. The implementation on a pipeline architecture enables a servo rate of 25 Hz. We study the effects of time-recursive filtering and fixed-point arithmetic in image processing and we test the performance of the control algorithm on controlled motion of objects. (C) 1998 Academic Press Limited.
引用
收藏
页码:3 / 20
页数:18
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