窗、空间和辐射方差对双边去噪性能的影响

V. Patanavijit
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引用次数: 18

摘要

在数字信号处理(DSP)和数字图像处理(DIP)的研究过程中,由于对高质量无噪声图像的需求非常大,图像去噪算法是其中最本质的障碍之一,因此在近二十年的时间里发明了许多图像去噪算法。双边滤波器是一种最令人印象深刻和可行的算法,通常用于去噪建议,但双边滤波器的性能主要取决于三个参数:空间方差、辐射方差和窗口大小。因此,本文研究了空间方差、辐射方差、窗口大小对双边滤波器降噪方案性能的影响。在降噪实验中,在5种高斯噪声功率下,对3幅带有噪声的标准图像进行双边滤波(BF),从降噪算法的PSNR角度挑选出最佳结果。此外,本文还研究了空间方差、辐射方差和窗口大小这三个参数的最优值,从而使双边滤波器在不同类型的测试图像和噪声功率下的PSNR达到最高。
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The bilateral denoising performance influence of window, spatial and radiometric variance
In the research operation of Digital Signal Processing (DSP) and Digital Image Processing (DIP), one of the most essential obstacles is the image denoise algorithm by the reason of a very large demand of high quality noise-free images therefore there are many image denoise algorithms have been invented in the time of two decades. Bilateral filter is one of the most impressive and feasible algorithms, which is usually applied for denoise propose, but the performance of the Bilateral filter is substantially bank on three parameters: spatial variance, radiometric variance and window size. Consequently, this paper investigates the performance influence impact of spatial variance, radiometric variance, window size for the Bilateral Filter in the denoise propose. In the denoise experiment, Bilateral filter (BF) is applied on three noisy standard images under five Gaussian noise power levels and the best results in the PSNR prospective point of view from deniose algorithm is picked. Moreover, an optimal value of three parameters: spatial variance, radiometric variance, window size, which make the performance of Bilateral filter the highest PSNR, are extensively investigated for each types of tested images and each noise powers.
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