利用球面傅里叶变换提高了全向图像的方位估计精度

T. Schairer, B. Huhle, W. Straßer
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引用次数: 5

摘要

在许多应用中,基于图像数据的方向估计是一项关键技术,在全向图像的情况下可以实现鲁棒估计。一个非常有效的方法是在傅里叶空间中解决问题。在本文中,我们提出了一种快速和简单的方法来克服这种方法的主要缺点之一,即大的量化步骤。由于高内存需求,基于傅里叶的解只能在低分辨率输入上计算,并在等角网格上给出结果旋转估计。我们基于网格值估计似然密度的模式,以获得提高精度的旋转估计。我们展示了用球形摄像机捕获的数据的结果,并将实际数据的方向估计与地面真值进行比较,验证了该方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Increased accuracy orientation estimation from omnidirectional images using the spherical Fourier transform
Orientation estimation based on image data is a key technique in many applications and robust estimates are possible in case of omnidirectional images. A very efficient technique is to solve the problem in Fourier space. In this paper we present a fast and simple method to overcome one of the main draw-backs of this approach, namely the large quantization steps. Due to high memory demands, the Fourier-based solution can be computed on low-resolution input only and the resulting rotation estimate is given on an equiangular grid. We estimate the mode of the likelihood density based on the grid values in order to obtain a rotation estimate of increased accuracy. We show results on data captured with a spherical video camera and validate the approach comparing the orientation estimates of the real data to the ground-truth values.
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