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Staircase effect alleviation based on mutiscale analysis of Laplacian Pyramid

机译:基于拉普拉斯金字塔多尺度分析的楼梯效应缓解

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摘要

Image denoising with second order partial differential equations (PDEs) often leads to undesirable staircase effect, namely, the transformation of smooth regions into piecewise constant regions. In this paper, staircase effect is analyzed in spatial frequency domain which is different from previous studies. A method of nonlinear diffusion based on Laplacian Pyramid is proposed. The experimental results show that the proposed method alleviates the staircase effect and leads to more natural restored images.
机译:用二阶偏微分方程(PDE)进行图像去噪通常会导致不期望的阶梯效应,即将平滑区域转换为分段恒定区域。本文在空间频域上分析了阶梯效应,这与以往的研究有所不同。提出了一种基于拉普拉斯金字塔的非线性扩散方法。实验结果表明,该方法减轻了阶梯效应,并得到了更自然的还原图像。

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