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The effect of free parameter estimates on the reconstruction of turbulence corrupted images using the bispectrum

机译:自由参数估计对使用双谱重建湍流破坏图像的影响

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In a previous work we quantified the performance improvement resulting from using the bispectrum to reconstruct extended scenes from image sets corrupted by atmospheric seeing over horizontal paths. Here we expand on that work and explore how image reconstruction quality is effected when poor or inaccurate estimates of the point spread function and other free parameters are used for amplitude estimation. We also examine how the number of paths used in the bispectrum phase estimate similarly impacts reconstruction quality. The performance bounds of each of these parameters are explored in terms of the MSE in intensity per pixel of the resulting reconstructions relative to a diffraction-limited reference image. We have found that using more than six distinct phase paths in the bispectrum phase estimate does not result in improvement enough to justify the additional computation time. Similarly, estimates of the turbulence strength used to develop the inverse filter used in may deviate from the optimum by 50% or more while incurring only a 10% reduction in MSE improvement over a range of turbulence values.
机译:在先前的工作中,我们量化了由于使用双光谱从水平路径上的大气视线破坏的图像集中重建扩展场景而导致的性能改进。在这里,我们对这项工作进行扩展,并探讨当点扩展函数的估计差或不准确以及其他自由参数用于幅度估计时,如何影响图像重建质量。我们还研究了双谱阶段估计中使用的路径数量如何类似地影响重建质量。这些参数中每个参数的性能范围是根据相对于衍射极限参考图像的所得重建的每个像素的MSE强度来探讨的。我们发现,在双谱相位估计中使用六个以上不同的相位路径不会带来足以证明额外计算时间合理的改进。类似地,用于开发所使用的逆滤波器的湍流强度的估计值可能偏离最佳值50%或更多,而在整个湍流值范围内,MSE改善仅降低10%。

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