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Fan filters, the 3-D Radon transform, and image sequence analysis

机译:风扇滤波器,3-D Radon变换和图像序列分析

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This paper develops a theory for the application of fan filters to moving objects. In contrast to previous treatments of the subject based on the 3-D Fourier transform, simplicity and insight are achieved by using the 3-D Radon transform. With this point of view, the Radon transform decomposes the image sequence into a set of plane waves that are parameterized by a two-component slowness vector. Fan filtering is equivalent to a multiplication in the Radon transform domain by a slowness response function, followed by an inverse Radon transform. The plane wave representation of a moving object involves only a restricted set of slownesses such that the inner product of the plane wave slowness vector and the moving object velocity vector is equal to one. All of the complexity in the application of fan filters to image sequences results from the velocity-slowness mapping not being one-to-one; therefore, the filter response cannot be independently specified at all velocities. A key contribution of this paper is to elucidate both the power and the limitations of fan filtering in this new application. A potential application of 3-D fan filters is in the detection of moving targets in clutter and noise. For example, an appropriately designed fan filter can reject perfectly all moving objects whose speed, irrespective of heading, is less than a specified cut-off speed, with only minor attenuation of significantly faster objects. A simple geometric construction determines the response of the filter for speeds greater than the cut-off speed.
机译:本文提出了一种将风扇过滤器应用于运动物体的理论。与以前基于3-D傅立叶变换对对象的治疗方法不同,使用3-D Radon变换可实现简单明了的见解。从这个角度来看,Radon变换将图像序列分解为一组平面波,这些平面波由两分量慢度矢量进行参数化。风扇滤波等效于Radon变换域中的慢度响应函数相乘,然后是Radon逆变换。运动物体的平面波表示仅涉及一组受限的慢度,以使平面波慢度矢量和运动物体速度矢量的内积等于1。风扇过滤器应用于图像序列的所有复杂性是由于速度-慢度映射不是一对一的。因此,不能在所有速度下独立指定滤波器响应。本文的主要贡献在于阐明这种新应用中风扇过滤的功能和局限性。 3-D风扇滤波器的潜在应用是检测杂波和噪声中的运动目标。例如,适当设计的风扇过滤器可以完美地拒绝所有运动物体,无论其前进方向如何,其速度均小于指定的截止速度,而对较快物体的衰减很小。一个简单的几何结构决定了滤波器对大于截止速度的速度的响应。

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