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OALib Journal期刊
ISSN: 2333-9721
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Studies on Texture Preserving Image Denoising Methods
图像去噪中的纹理保护方法研究

Keywords: texture preserving filter,local variance,adaptive constraint,image decomposition
纹理保护
,滤波,局部方差,自适应约束,图像分解

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Abstract:

Image smoothing algorithms based on PDE and variational formulation minimization can denoise effectively while preserving the edge information, but the texture information can not be kept as the noise and texture are difficult to discriminate. A new texture preserving filter is proposed. The new algorithm first uses image decomposition model to separate image into the geometry part and the noise/texture part, then calculates the local variance of the latter which is incorporated with the traditional deviation cost to form a spatially adaptive constraint. The new filter smoothes less in the texture regions, thus could preserve the texture information. The visual effect and data analysis of the experiment result proves the effectiveness of the algorithm.

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