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A MMSE estimate for demosaicking

机译:MMSE估计去马赛克

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摘要

Digital color cameras sample the continuous color spectrum using three or more filters; however, each pixel represents a sample of only one of the color bands. This arrangement is called a mosaic. To produce a full resolution color image, the recorded image must be processed to estimate the values of the pixels for all the other color bands. This restoration process is called demosaicking. This paper uses stacked notation to represent the mosaicked image capture and derives the minimum mean square error estimator for the demosaicked image. By making common assumptions, the restoration can be computed in a cost effective manner. This allows the user to apply most of the common adaptations that have been used in non-mosaicked sampled image processing to produce a variety of improved algorithms.
机译:数码彩色摄像机使用三个或更多个滤镜对连续色谱进行采样;然而,每个像素代表仅一个色带的样本。这种布置称为镶嵌。为了产生全分辨率彩色图像,必须对记录的图像进行处理以估计所有其他色带的像素值。此恢复过程称为去马赛克。本文使用堆叠符号来表示镶嵌图像的捕获,并得出去马赛克图像的最小均方误差估计量。通过做出共同的假设,可以以成本有效的方式计算恢复。这使用户可以应用已在非马赛克采样图像处理中使用的大多数常见适应方法,以产生各种改进的算法。

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