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Evolution-Operator-Based Single-Step Method for Image Processing

机译:基于进化算子的单步图像处理方法

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摘要

This work proposes an evolution-operator-based single-time-step method for image and signal processing. The key component of the proposed method is a local spectral evolution kernel (LSEK) that analytically integrates a class of evolution partial differential equations (PDEs). From the point of view PDEs, the LSEK provides the analytical solution in a single time step, and is of spectral accuracy, free of instability constraint. From the point of image/signal processing, the LSEK gives rise to a family of lowpass filters. These filters contain controllable time delay and amplitude scaling. The new evolution operator-based method is constructed by pointwise adaptation of anisotropy to the coefficients of the LSEK. The Perona-Malik-type of anisotropic diffusion schemes is incorporated in the LSEK for image denoising. A forward-backward diffusion process is adopted to the LSEK for image deblurring or sharpening. A coupled PDE system is modified for image edge detection. The resulting image edge is utilized for image enhancement. Extensive computer experiments are carried outto demonstrate the performance of the proposed method. The majoradvantages of the proposed method are its single-step solution andreadiness for multidimensional data analysis.
机译:这项工作为图像和信号处理提出了一种基于演化算子的​​单步法。该方法的关键组成部分是局部频谱演化内核(LSEK),该内核分析地集成了一类演化偏微分方程(PDE)。从PDE的角度来看,LSEK可在单个时间步中提供分析解决方案,并且具有光谱准确性,不受不稳定的限制。从图像/信号处理的角度来看,LSEK引起了一系列低通滤波器。这些滤波器包含可控制的时间延迟和幅度缩放。通过将各向异性与LSEK的系数进行逐点自适应,可以构造出新的基于演化算子的​​方法。 LSEK中并入了Perona-Malik型各向异性扩散方案,用于图像降噪。 LSEK采用了前向后扩散处理,以对图像进行去模糊或锐化。修改了耦合的PDE系统以进行图像边缘检测。所得的图像边缘用于图像增强。进行了广泛的计算机实验演示所提出方法的性能。专业该方法的优点在于其单步解决方案和准备进行多维数据分析。

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