利用离散几何技术对全向图像进行全景图像变换

A. Torii, A. Imiya
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引用次数: 13

摘要

本文提出了一种基于pde重采样模型的高精度全方位到全景图像的变换方法。由于这两个原因,计算机视觉技术在全向图像中的应用需要将全向图像转换为等分辨率二次曲面图像。首先,全向图像没有统一的分辨率。其次,与直接面向全向图像的计算机视觉技术相比,基于二次曲面的计算机视觉技术的发展在数学上更加精确。因此,我们的目标是将非均匀分辨率的全向图像在柱面上生成均匀分辨率的全景图像。均匀分辨率全景图像使我们能够从全向图像中鲁棒地重建三维物体和场景。我们的全景变换在估计和重采样过程中利用相机的几何结构选择全向图像上的均匀分辨率像素。因此,与传统的全景变换相比,我们的方法在数学上是准确的,传统的全景变换使用的是与相机几何形状和三次卷积的点对点对应。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Panoramic image transform of omnidirectional images using discrete geometry techniques
This work proposes an omnidirectional-to-panoramic image transform with high accuracy using PDE-based resampling models. For the application of computer-vision techniques to omnidirectional images, the transformation of omnidirectional images to uniform-resolution quadric-surface images is needed in the two reasons. First, an omnidirectional image does not have a uniform resolution. Second, the development of the computer-vision-based techniques on the quadric surface is mathematically accurate compared with the development of the techniques on the omnidirectional image directly. Therefore, our aim is to generate uniform-resolution panoramic images on cylindrical surface from nonuniform-resolution omnidirectional images. The uniform-resolution panoramic images allow us to reconstruct 3D objects and scenes from omnidirectional images robustly. Our panoramic transformation selects the uniform resolution pixels on omnidirectional images employing the geometrical configuration of cameras in the estimation and resampling process. Therefore, our method is mathematically accurate comparing to the traditional panoramic transformation using point-to-point correspondences with the geometries of cameras and the cubic convolution.
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