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通过对数/指数非线性联合变换过程进行图像去卷积

Image deconvolution by a logarithmic/exponential nonlinear joint transform process.

作者信息

Javidi B, Ruiz C, Ruiz J

出版信息

Appl Opt. 1990 Feb 10;29(5):685-90. doi: 10.1364/AO.29.000685.

Abstract

We present a nonlinear joint transform processor that uses logarithmic and exponential nonlinearities at the Fourier plane to remove the amplitude distortion effects of a smearing function. The smeared image and the blur function are displayed side by side at the input plane of the system. The exact Fourier phase of the original image is restored in the joint power spectrum from the product of the Fourier transform of the smeared image with the complex conjugate of the Fourier transform of the smearing function. The Fourier amplitude of the original image is recovered by applying the logarithmic nonlinearity to both the joint power spectrum of the smeared image and the blur function, and the Fourier spectrum of the blur function. The amplitude distortion of the joint power spectrum is then removed by subtracting the log of the Fourier spectrum of the blur function from the log of the joint power spectrum. An exponential nonlinearity is then applied to the output of the logarithmic subtraction to implement an inverse logarithmic operation and to recover the Fourier amplitude. An inverse Fourier transform operation will yield the unsmeared image at the output plane of the processor. An analysis of the logarithmic/exponential nonlinear signal processor for image deconvolution is presented. Computer simulation is presented to investigate the performance of the nonlinear processor for a linearly smeared image.

摘要

我们提出了一种非线性联合变换处理器,它在傅里叶平面使用对数和指数非线性来消除模糊函数的幅度失真效应。模糊图像和模糊函数在系统的输入平面并排显示。原始图像的精确傅里叶相位通过模糊图像的傅里叶变换与模糊函数的傅里叶变换的复共轭的乘积在联合功率谱中恢复。通过对模糊图像和模糊函数的联合功率谱以及模糊函数的傅里叶谱应用对数非线性来恢复原始图像的傅里叶幅度。然后通过从联合功率谱的对数中减去模糊函数的傅里叶谱的对数来消除联合功率谱的幅度失真。然后对对数减法的输出应用指数非线性以实现逆对数运算并恢复傅里叶幅度。逆傅里叶变换操作将在处理器的输出平面产生去模糊图像。给出了用于图像去卷积的对数/指数非线性信号处理器的分析。进行了计算机模拟以研究非线性处理器对线性模糊图像的性能。

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