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Gradient-based image restoration and enhancement

机译:基于梯度的图像还原和增强

摘要

A gradient-based image enhancement and restoration method and system which applies an orientation-isotropy adaptive filter to the gradients of high structured regions, and directly suppresses the gradients in the noise or texture regions. A new gradient field is obtained from which image reconstruction can progress using least mean squares. The method generally comprises: inputting image data; calculating image gradients; defining the gradients as having large or small coherence; filtering the large coherence gradients for edge enhancement; suppressing the small coherence gradients for noise reduction; assembling an enhanced gradient field from the filtered large coherence and suppressed small coherence gradients; and optimizing the assembled gradient field into a restored image.
机译:一种基于梯度的图像增强和恢复方法和系统,该方法和系统将方向各向同性自适应滤波器应用于高结构化区域的梯度,并直接抑制噪声或纹理区域中的梯度。获得一个新的梯度场,从中可以使用最小均方进行图像重建。该方法通常包括:输入图像数据;计算图像梯度;将梯度定义为具有较大或较小的相干性;过滤较大的相干梯度以增强边缘;抑制小的相干梯度以降低噪声;从滤波后的大相干和抑制的小相干梯度中组合出增强的梯度场;并将组合的梯度场优化为还原的图像。

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