Suppr超能文献

用于优化图像恢复的空间光谱彩色滤光片阵列设计。

Spatio-spectral color filter array design for optimal image recovery.

作者信息

Hirakawa Keigo, Wolfe Patrick J

机构信息

Statistics and Information Sciences Laboratory, Harvard University, Cambridge, MA 02138, USA.

出版信息

IEEE Trans Image Process. 2008 Oct;17(10):1876-90. doi: 10.1109/TIP.2008.2002164.

Abstract

In digital imaging applications, data are typically obtained via a spatial subsampling procedure implemented as a color filter array-a physical construction whereby only a single color value is measured at each pixel location. Owing to the growing ubiquity of color imaging and display devices, much recent work has focused on the implications of such arrays for subsequent digital processing, including in particular the canonical demosaicking task of reconstructing a full color image from spatially subsampled and incomplete color data acquired under a particular choice of array pattern. In contrast to the majority of the demosaicking literature, we consider here the problem of color filter array design and its implications for spatial reconstruction quality. We pose this problem formally as one of simultaneously maximizing the spectral radii of luminance and chrominance channels subject to perfect reconstruction, and-after proving sub-optimality of a wide class of existing array patterns-provide a constructive method for its solution that yields robust, new panchromatic designs implementable as subtractive colors. Empirical evaluations on multiple color image test sets support our theoretical results, and indicate the potential of these patterns to increase spatial resolution for fixed sensor size, and to contribute to improved reconstruction fidelity as well as significantly reduced hardware complexity.

摘要

在数字成像应用中,数据通常通过一种空间子采样程序获取,该程序以彩色滤光片阵列的形式实现——这是一种物理结构,在每个像素位置仅测量一个颜色值。由于彩色成像和显示设备越来越普遍,最近的许多工作都集中在这种阵列对后续数字处理的影响上,特别是从在特定阵列模式选择下获取的空间子采样和不完整颜色数据重建全彩色图像的典型去马赛克任务。与大多数去马赛克文献不同,我们在此考虑彩色滤光片阵列设计问题及其对空间重建质量的影响。我们将这个问题正式表述为在完美重建的条件下同时最大化亮度和色度通道的谱半径的问题,并且——在证明了一大类现有阵列模式的次优性之后——提供一种求解该问题的建设性方法,该方法产生稳健的、新的全色设计,可实现为减色法。对多个彩色图像测试集的实证评估支持了我们的理论结果,并表明这些模式在固定传感器尺寸下提高空间分辨率、有助于提高重建保真度以及显著降低硬件复杂性的潜力。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验