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Directional Image Filter Respectively Adjusted to Edge and Flat Regions

机译:定向图像滤镜分别调整到边缘和平坦区域

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摘要

The authors propose a directional filter for eliminating noise from MRI images. Kido et al. developed a directional filter capable of detecting the minimal change direction in each image point, and of performing one-dimensional (1D) nonlinear smoothing limited by that minimal change direction. This filter was effective in application to MRI images. In the current study, the authors improve this directional filter and develop an image filter for directional nonlinear smoothing that separates processing of edge and flat regions in an image. For the edge regions, this filter focuses on edge structure obscured by noise. It involves obtaining the group minimal change direction, taking into account the image structure in the vicinity of the current image element, and performing 1D nonlinear smoothing. This processing allows smoothing that produces neatly aligned edge directions for the adjoining image elements, even in sections where the image edge structure is obscured by noise. In addition, for the flat regions, the smoothing effect is enhanced byy performing 1D nonlinear smoothing over a distance longer than that for the edge regions. Application to MRI images produces good images with neatly aligned edge directions, and enhanced smoothing effect in flat regions where excessive smoothing of the edge regions has been suppressed.
机译:作者提出了一种定向滤波器,用于消除MRI图像中的噪声。 Kido等。开发了一种定向滤波器,能够检测每个图像点的最小变化方向,并能够执行受该最小变化方向限制的一维(1D)非线性平滑处理。该滤镜有效地应用于MRI图像。在当前的研究中,作者改进了这种方向滤波器,并开发了一种用于方向非线性平滑的图像滤波器,该滤波器将图像边缘和平坦区域的处理分开。对于边缘区域,此滤镜重点关注被噪声遮挡的边缘结构。它涉及获得组最小变化方向,同时考虑到当前图像元素附近的图像结构,并执行一维非线性平滑。该处理允许平滑,即使在图像边缘结构被噪声遮盖的部分中,该平滑也可以为相邻的图像元素生成整齐对齐的边缘方向。另外,对于平坦区域,通过在比边缘区域更长的距离上执行一维非线性平滑来增强平滑效果。应用于MRI图像可生成边缘方向整齐的良好图像,并在平坦区域中增强了平滑效果,在平坦区域中,边缘区域的过度平滑得到了抑制。

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