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Motion Recovery of Moving Objects under Perspective Stereo Vision

机译:透视立体视觉下运动对象的运动恢复

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We consider a problem of recovering motion of an object moving in space under perspective observation. It is assumed that the motion equation is described by a linear system with unknown constant motion parameters and that a single feature point on the object is per-spectively observed by two cameras. Then we analyze the identifiability of motion parameters from the stereo image data observed over an interval of time. The identifiability problem is solved by employing theories on linear dynamical systems, and the condition, established as a necessary and sufficient condition, turns out to be the controllability of a modified linear system. Such an analysis is essential when we develop and use any algorithms involving motion parameter identification. Finally, we include numerical results by employing the extended Kalman filter.
机译:我们考虑在透视观察下恢复在空间中移动的物体的运动的问题。假设运动方程式由具有未知恒定运动参数的线性系统描述,并且假定两个摄像机分别观察到对象上的单个特征点。然后,我们根据在一定时间间隔内观察到的立体图像数据分析运动参数的可识别性。通过采用线性动力系统的理论解决了可识别性问题,而作为必要和充分条件而建立的条件被证明是一种改进的线性系统的可控制性。当我们开发和使用任何涉及运动参数识别的算法时,这种分析至关重要。最后,我们通过采用扩展卡尔曼滤波器来包括数值结果。

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