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Turbulence Strength Estimation and Super-Resolution from an Arbitrary Set of Atmospherically Degraded Images

机译:任意一组大气退化图像的湍流强度估算和超分辨率

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摘要

In remote sensing, atmospheric turbulence and aerosols limit the image quality. For many practical cases turbulence is shown to be dominant, especially for horizontal close-to-earth imaging in hot environments. In a horizontal long-range imaging it is usually impractical to measure path-averaged refractive index structure constant C_n~2 (which characterizes the turbulence strength) with conventional equipment. In this paper we propose a method for estimation of C_n~2 based just on the available recorded turbulence-degraded image sequence. The method exploits the turbulence-induced image "dancing". C_n~2 is extracted from the estimated image shifts variance. Experimental comparison with C_n~2 measurements using a scintillometer shows reliable estimation results. We also estimate image motion with sub-pixel accuracy for the purpose of obtaining a high-resolution image by applying a simple super-resolution procedure. Results of super-resolution for real imagery are presented.
机译:在遥感中,大气湍流和气溶胶限制了图像质量。在许多实际情况下,湍流被证明是主要的,特别是在炎热环境中的水平近地成像中。在水平远程成像中,用常规设备测量路径平均折射率结构常数C_n〜2(表征湍流强度)通常是不切实际的。在本文中,我们提出了一种仅基于可用的记录的湍流退化图像序列的C_n〜2估计方法。该方法利用了湍流引起的图像“跳舞”。从估计的图像偏移方差中提取C_n〜2。与使用闪烁仪的C_n〜2测量值进行的实验比较显示了可靠的估计结果。为了通过应用简单的超分辨率程序获得高分辨率图像,我们还估计了具有亚像素精度的图像运动。呈现了真实图像的超分辨率结果。

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