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Color correction matrix for sparse RGB-W image sensor without IR cutoff filter

机译:不带红外截止滤镜的稀疏RGB-W图像传感器的色彩校正矩阵

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摘要

Unlike photographic image sensors with infrared cutoff filter, low light image sensors gather light over visible and near infrared (VIS-NIR) spectrum to improve sensitivity. However, removing infrared cutoff filter makes the color rendering challenging. In addition, no color chart, with calibrated infrared content, is available to compute color correction matrix (CCM) of such sensors. In this paper we propose a method to build a synthetic color chart (SCC) to overcome this limitation. The choice of chart patches is based on a smart selection of spectra from open access and our own VIS-NIR hyperspectral images databases. For that purpose we introduce a fourth c_(ir) dimension to CIE-L*a*b* space to quantify the infrared content of each spectrum. Then we uniformly sample this L*a*b*c_(ir) space, leading to 1498 spectra constituting our synthetic color chart. This new chart is used to derive a 3x4 color correction matrix associated to the commercial RGB-White sensor (Teledyne-E2V EV76C664) using a classical linear least square minimization.. We show an improvement of signal to noise ratio (SNR) and color accuracy at low light level compared to standard CCM derived using Macbeth color chart.
机译:与带有红外截止滤光片的摄影图像传感器不同,低光图像传感器在可见和近红外(VIS-NIR)光谱上收集光以提高灵敏度。然而,去除红外截止滤光片使色彩呈现变得困难。另外,没有可校准的红外含量的色表可用于计算此类传感器的颜色校正矩阵(CCM)。在本文中,我们提出了一种构建综合色表(SCC)的方法来克服此限制。图表补丁的选择基于从开放访问和我们自己的VIS-NIR高光谱图像数据库中精选的光谱。为此,我们在CIE-L * a * b *空间中引入了第四个c_(ir)维,以量化每个光谱的红外含量。然后,我们对该L * a * b * c_(ir)空间进行均匀采样,得出构成我们合成色卡的1498个光谱。此新图表用于使用经典线性最小二乘最小化推导与商用RGB-White传感器(Teledyne-E2V EV76C664)相关的3x4色彩校正矩阵。我们展示了信噪比(SNR)和色彩精度的改进与使用Macbeth色卡得出的标准CCM相比,在低照度下。

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