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Blurred image restoration using knife-edge function and optimal window Wiener filtering

机译:模糊图像恢复使用刀刃功能和最佳窗口维纳滤波

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摘要

Motion blur in images is usually modeled as the convolution of a point spread function (PSF) and the original image represented as pixel intensities. The knife-edge function can be used to model various types of motion-blurs, and hence it allows for the construction of a PSF and accurate estimation of the degradation function without knowledge of the specific degradation model. This paper addresses the problem of image restoration using a knife-edge function and optimal window Wiener filtering. In the proposed method, we first calculate the motion-blur parameters and construct the optimal window. Then, we use the detected knife-edge function to obtain the system degradation function. Finally, we perform Wiener filtering to obtain the restored image. Experiments show that the restored image has improved resolution and contrast parameters with clear details and no discernible ringing effects.
机译:图像中的运动模糊通常是作为点扩展功能(PSF)的卷积和表示为像素强度的原始图像。刀刃功能可用于建模各种类型的运动模型,因此它允许构建PSF和精确估计劣化功能,而无需了解特定的降级模型。本文通过刀刃功能和最优窗口滤波来解决图像恢复问题。在该方法中,我们首先计算运动模糊参数并构建最佳窗口。然后,我们使用检测到的刀刃功能来获得系统劣化功能。最后,我们执行维纳筛选以获取恢复的图像。实验表明,恢复的图像具有更高的分辨率和对比度参数,具有清晰的细节,没有可辨别的振铃效果。

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