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Motion Analysis and Estimation Using Directional Filters and Orientation Tensors

机译:使用方向滤波器和方向张量的运动分析和估计

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摘要

Motion is important in many applications, both in image processing and computer vision. In this paper, we will discuss some aspects of motion analysis and motion estimation, with a special emphasis on the use of directional filters and orientations tensors. First, we will establish the fundamentals of motion analysis and then consider some of the nontrivial problems of motion estimation. From a large variety of different approaches, we have chosen to focus on directional filters, the use of signal phase, and the orientation of phase fronts for the estimation of optical flow. We will also show that a multiresolution method is needed when we want to estimate speeds of more than about two picture elements.
机译:运动在图像处理和计算机视觉的许多应用中都很重要。在本文中,我们将讨论运动分析和运动估计的某些方面,并特别强调方向滤波器和方向张量的使用。首先,我们将建立运动分析的基础,然后考虑运动估计的一些非平凡问题。从各种各样的不同方法中,我们选择将重点放在定向滤波器,信号相位的使用以及相位前沿的方向上,以估计光流。我们还将表明,当我们要估计大约两个以上像素的速度时,需要一种多分辨率方法。

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