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What is the space of spectral sensitivity functions for digital color cameras?

机译:数码彩色相机光谱灵敏度功能的空间是多少?

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Camera spectral sensitivity functions relate scene radiance with captured RGB triplets. They are important for many computer vision tasks that use color information, such as multispectral imaging, color rendering, and color constancy. In this paper, we aim to explore the space of spectral sensitivity functions for digital color cameras. After collecting a database of 28 cameras covering a variety of types, we find this space convex and two-dimensional. Based on this statistical model, we propose two methods to recover camera spectral sensitivities using regular reflective color targets (e.g., color checker) from a single image with and without knowing the illumination. We show the proposed model is more accurate and robust for estimating camera spectral sensitivities than other basis functions. We also show two applications for the recovery of camera spectral sensitivities — simulation of color rendering for cameras and computational color constancy.
机译:相机光谱灵敏度功能将场景辐射度与捕获的RGB三重态相关。对于使用颜色信息的许多计算机视觉任务(例如多光谱成像,颜色渲染和颜色恒定),它们非常重要。在本文中,我们旨在探索数码彩色相机光谱灵敏度功能的空间。在收集了涵盖各种类型的28个摄像机的数据库后,我们发现该空间是凸的和二维的。基于此统计模型,我们提出了两种使用常规反射颜色目标(例如颜色检查器)从单个图像中恢复相机光谱敏感度的方法,而无需了解照明情况。我们表明,与其他基本函数相比,所提出的模型在估计相机光谱灵敏度方面更为准确和可靠。我们还展示了两种用于恢复相机光谱灵敏度的应用程序-仿真相机的显色性和计算色彩稳定性。

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