使用双边滤波器进行颜色边缘保存的自适应CFA去马赛克

J. S. J. Li, S. Randhawa
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引用次数: 4

摘要

彩色滤波阵列(CFA)去马赛克是一个过程,以插值缺失的颜色值,以产生一个完整的彩色图像时,使用单一的图像传感器。对于光滑区域,高阶插值通常会获得更高的精度。然而,当有颜色边缘时,较低阶的插值是可取的,因为它将避免在边缘上插值而不会模糊它。在本文中,使用双边滤波器自适应地修改插值权值,以保持已知的锐利边缘。当有颜色边缘时,权重将偏向于使用更接近像素值的低阶插值。否则,对于光滑区域,权重将偏向于更高的插值。为了避免在与缺失像素位置相邻的可能边缘上进行插值,首先使用自适应双边滤波器确定每个基本方向的四个估计。然后使用由加权中值滤波器和双边滤波器组成的分类器从四个估计中产生缺失颜色像素值的输出。实验结果表明,本文提出的去马赛克方法在保留鲜明的色彩边缘和最小的色彩伪影方面具有更好的性能,并且在大多数图像上优于其他现有的去马赛克方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Adaptive CFA Demosaicking Using Bilateral Filters for Colour Edge Preservation
Colour Filter Array (CFA) demosaicking is a process to interpolate missing colour values in order to produce a full colour image when a single image sensor is used. For smooth regions, a higher order of interpolation will usually achieve higher accuracy. However when there is a colour edge, a lower order of interpolation is desirable as it will avoid interpolation across an edge without blurring it. In this paper, a bilateral filter, which has been known to preserve sharp edges, is used to adaptively modify the weights for interpolation. When there is a colour edge, the weights will bias towards a lower order of interpolation using closer pixel values only. Otherwise, the weights will bias towards a higher interpolation for smooth regions. In order to avoid interpolation across a possible edge adjacent to the missing pixel location, four estimates using the adaptive bilateral filter are first determined for each cardinal direction. A classifier comprising a weighted median filter together with a bilateral filter is then used to produce an output of the missing colour pixel value from the four estimates. It has been shown that our proposed method has improved performance in preserving sharp colour edges with minimal colour artifacts, and it outperforms other existing demosaicking methods for most images.
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