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Color Filter Array Demosaicking Based on the Distribution of Directional Color Differences

机译:基于方向色差分布的彩色滤光片阵列去马赛克

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Color artifacts are often found at edges due to interpolation across them. To tackle this problem, four high-order interpolants for four different directions are determined, and a weight based on the corresponding absolute directional color differences is assigned to each of them. In a smooth area, the interpolants in the four directions will have equal normalized weights of 1/4. In a nonsmooth area with a sharp edge, the normalized weights for the interpolants on the opposite side of an edge will be small and less than 1/4, but this inclusion will still manifest itself as color artifacts in the output image. In our proposed method, the frequency distribution of the weights for the entire image is first determined. To reduce color artifacts, the weights are hard thresholded such that any weights below a threshold are set to zero, and that optimal threshold is determined according to the frequency distribution of the directional color differences. A detail-preserving median based multishell filter is then applied to the fully demosaicked green channel to prune outliers resulting from high-order interpolation of thin features. Based on the experimental results, it has been shown that our proposed algorithm outperforms the other algorithms with minimal color artifacts for various types of images.
机译:由于边缘之间存在插值,经常会在边缘发现颜色伪影。为了解决这个问题,确定了四个不同方向的四个高阶插值,并将基于相应的绝对方向色差的权重分配给它们中的每个。在平滑区域中,四个方向上的插值将具有相等的1/4归一化权重。在具有尖锐边缘的不平滑区域中,边缘相对侧上的插值的归一化权重将很小并且小于1/4,但是这种包含仍然会在输出图像中表现为颜色伪影。在我们提出的方法中,首先确定整个图像的权重频率分布。为了减少颜色伪像,对权重进行硬阈值化,以便将低于阈值的任何权重设置为零,并根据方向色差的频率分布确定最佳阈值。然后将基于细节保留的中位数的多壳滤波器应用于完全去马赛克的绿色通道,以修剪由于细化特征的高阶插值而导致的异常值。基于实验结果,已经表明,对于各种类型的图像,我们提出的算法以最小的颜色伪影优于其他算法。

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