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CIDER: Corrected Inverse-Denoising Filter for Image Restoration

机译:CIDER:校正后的降噪滤波器,用于图像恢复

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摘要

In this paper we propose and develop a new algorithm, Corrected Inverse-Denoising filtER (CIDER) to restore blurred and noisy images. The approach is motivated by a recent algorithm ForWaRD, which uses a regularized inverse filter followed by a wavelet denoising scheme. In ForWaRD, the restored image obtained by the regularized inverse filter is a biased estimate of the original image. In CIDER, the correction term is added to this restored image such that the resulting one is an unbiased estimator. Similarly, the wavelet denoising scheme can be applied to suppress the residual noise. Experimental results show that the performance of CIDER is better than other existing methods in our comparison study.
机译:在本文中,我们提出并开发了一种新算法,即校正逆降噪滤波器(CIDER),用于恢复模糊和嘈杂的图像。该方法受到最近的算法ForWaRD的启发,该算法使用正则化逆滤波器,后跟小波去噪方案。在ForWaRD中,通过正则逆滤波器获得的还原图像是原始图像的有偏估计。在CIDER中,将校正项添加到此还原的图像中,以使所得结果为无偏估计量。类似地,可以将小波去噪方案应用于抑制残留噪声。实验结果表明,在我们的对比研究中,CIDER的性能优于其他现有方法。

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