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首页> 外文期刊>Procedia Computer Science >Image Denoising Using Spatial Gradient Based Bilateral Filter and Minimum Mean Square Error Filtering
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Image Denoising Using Spatial Gradient Based Bilateral Filter and Minimum Mean Square Error Filtering

机译:使用基于空间梯度的双边滤波和最小均方误差滤波进行图像降噪

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摘要

In this paper we propose noise removal approach using spatial gradient based bilateral filter and minimum mean square error filtering. The proposed method consist two-steps process. In first step, we generate a reference image from the given noisy image, by extracting ( 2 W + 1 ) × ( 2 W + 1 ) size patches from it and then apply proposed spatial gradient based bilateral filter on each of these patches. To reduce the mean square error, in second step we apply minimum mean square error (MSE) filter on the reference image. Generally all the noise removal approaches change the natural appearance of the restored image, while the proposed method restores the image without affecting its natural appearance.
机译:在本文中,我们提出了使用基于空间梯度的双边滤波器和最小均方误差滤波的噪声消除方法。所提出的方法包括两步过程。第一步,我们从给定的噪声图像中生成参考图像,方法是从中提取(2 W +1)×(2 W +1)个大小斑块,然后在这些斑块中的每一个上应用基于空间梯度的双边滤波器。为了减少均方误差,第二步我们在参考图像上应用最小均方误差(MSE)滤波器。通常,所有噪声消除方法都会改变还原图像的自然外观,而所提出的方法会还原图像而不影响其自然外观。

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