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Computer based digital image noise reduction method based on overlapping planar approximation

机译:基于重叠平面近似的基于计算机的数字图像降噪方法

摘要

The method of the present invention reduces noise in digital photographic images by decomposing the digital image into smooth regions and edge regions and by electronically blurring the smooth regions. Smooth regions are areas lacking any sharp detail, such as blue sky. Edge regions are regions containing sharp detail, such as grass. The method operates by choosing a set of neighborhood pixel types from a matrix of pixels representing an image. For each target pixel in the image, all neighborhoods that include the target pixel are considered and a linear least squares regression is computed to fit a plane to the code values of the pixels in each neighborhood, resulting in a goodness of fit and a least squares estimate for the code value at the target pixel. Finally, a noise reduced code value for the target pixel is computed as a normalized, weighted sum of the least squares estimates for the target pixel, summed over all the neighborhoods containing the target pixel. The weights are determined as a function of the goodness of fit and the neighborhood type.
机译:本发明的方法通过将数字图像分解成平滑区域和边缘区域并通过电子模糊平滑区域来减少数字摄影图像中的噪声。平滑区域是没有任何锐利细节的区域,例如蓝天。边缘区域是包含锐利细节的区域,例如草。该方法通过从代表图像的像素矩阵中选择一组邻近像素类型来进行操作。对于图像中的每个目标像素,考虑包括目标像素的所有邻域,并计算线性最小二乘回归以使平面适合每个邻域中像素的代码值,从而产生拟合优度和最小二乘估计目标像素处的代码值。最后,将目标像素的降噪代码值计算为目标像素的最小二乘估计值的归一化加权总和,并在包含目标像素的所有邻域中求和。确定权重是拟合优度和邻域类型的函数。

著录项

  • 公开/公告号US5533149A

    专利类型

  • 公开/公告日1996-07-02

    原文格式PDF

  • 申请/专利权人 EASTMAN KODAK COMPANY;

    申请/专利号US19910781468

  • 发明设计人 HEEMIN KWON;MARTIN C. KAPLAN;

    申请日1991-10-23

  • 分类号G06K9/40;

  • 国家 US

  • 入库时间 2022-08-22 03:38:16

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