差分增强的多窗口配置(MWC)图像恢复滤波器

E. Hore, B. Qiu, H. Wu
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引用次数: 0

摘要

本文对基于MWC开关的检测滤波器进行了扩展。该算法使用x和y方向像素通道的偏导数来计算被分类为损坏并被中值滤波器输出取代的像素的新估计。该算法作为滤波过程的最后阶段执行,由于它仅对检测到的噪声像素进行处理,因此计算成本相对较低。此外,它不需要参数或加权系数,因此不需要额外的训练时间。新的扩展性能非常好,提供了改进的PSNR措施与脉冲和高斯噪声类型。它目前在RGB空间中的每个颜色通道上执行。
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A differential enhancement to the multiple window configuration (MWC) image restoration filter
In this paper an extension is proposed for the MWC switch-based detection filter. The proposed algorithm uses the partial derivatives of the pixel channels for the x and y direction in order to calculate a new estimate for the pixels that were classified as corrupted and replaced by a median filter output. The algorithm is performed as a final stage of the filter process and as it is only carried out on the detected noise pixels, it has a relatively low computational cost. In addition, it requires no parameters or weighting coefficients so there is no additional training time incurred. The new extension performs exceptionally well, providing an improvement for PSNR measures with both impulse and Gaussian noise types. It is currently performed over each colour channel in the RGB space.
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