利用傅立叶谱克隆进行定向去噪

L. Navarro, J. Molimard
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引用次数: 0

摘要

图像去噪的傅里叶滤波包括对图像的傅里叶谱进行掩模,然后对被掩后的图像进行傅里叶反变换得到去噪后的图像。在有方向性噪声的情况下,这一过程会产生伪影,主要是因为理论无噪声图像中存在空间相干性。此外,它可能导致低频内容的丢失,这在条纹投影技术等应用中很重要,条纹投影技术旨在测量表面的3D高度。本章提出了一种基于傅立叶谱克隆原理的图像去噪方法。与频谱掩蔽去噪相比,该方法提高了PSNR和SSIM比。本文将首先详细介绍该方法,然后给出两种不同应用中的图像去噪实例。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Directional Denoising Using Fourier Spectrum Cloning
Fourier filtering for image denoising consists in masking parts of the Fourier spectrum of an image and using inverse Fourier transform of the masked image to obtain the denoised one. In cases of directional noise, this process can induce artifacts, mainly because of the spatial coherence that exists in the theoretical noise-free image. Moreover, it can lead to loss of low-frequency content that is important in applications such as fringe projection technique, which aims at measuring 3D elevations of a surface. A method based on the principle of Fourier spectrum cloning for the denoising of images is proposed in this chapter. This method improves the PSNR and the SSIM ratio in comparison with spectrum masking denoising. The method will be detailed first, and then examples of image denoising in two different applications will be presented.
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