系统理论中基于图像的估计问题:平面纹理表面刚性流动的运动和形状估计

B. Ghosh
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引用次数: 3

摘要

在单目摄像机的帮助下,研究了平面纹理表面在刚性流动中的运动和形状估计问题。我们证明了估计问题简化为一个透视动力系统的特定参数估计。令人惊讶的是,上述降低与测量的数据是否是物体在图像平面上产生的亮度图案,或者观察到的数据是否是由于亮度图案中的不连续而在图像平面上产生的点、线或曲线无关。参数估计的基本步骤是将问题细分为空间平均和时间平均两个模块。估计过程是借助透视系统的一种新的“实现理论”进行的。
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Image Based Estimation Problems in System Theory: Motion and Shape Estimation of a Planar Textured Surface Undergoing a Rigid Flow
In this paper we consider the problem of motion and shape estimation, of a planar textured surface undergoing a rigid flow, with the aid of a monocular camera. We show that the estimation problem reduces to a specific parameter estimation of a perspective dynamical system. Surprisingly, the above reduction is independent of whether or not the data measured is the brightness pattern which the object produces on the image plane or whether the data observed are points, lines or curves on the image plane produced as a result of discontinuities in the brightness pattern. The basic procedure introduced for parameter estimation is to subdivide the problem into two modules, one for spatial averaging and the other for time averaging. The estimation procedure is carried out with the aid of a new "Realization Theory" for perspective systems.
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