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首页> 外文期刊>Journal of Imaging Science >Estimation of spectral distribution of scene illumination from a single image
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Estimation of spectral distribution of scene illumination from a single image

机译:从单个图像估计场景照明的光谱分布

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This article proposes an illuminant estimation algorithm that estimates the spectral power distribution of an incident light source from a single image. The proposed illumination recovery procedure has two phases. First, the surface spectral reflectances are recovered. In this case, the surface spectral reflectances recovered are limited to the maximum achromatic region (MAR) which is the most achromatic and highly bright region of an image, after applying intermediate color constancy process using a modified gray-world algorithm. Next, the surface reflectances of the maximum achromatic region are estimated using the principal component analysis method along with a set of given Munsell samples. Second, the spectral distribution of reflected lights of MAR is selected from the spectral database. That is, a color difference is compared between the reflected lights of the MAR and the spectral database, which is the set of reflected lights built by the given Munsell samples and a set of illuminants. Then the closest colors from the spectral database are selected. Finally, the illuminant of an image can be calculated dividing the average spectral distributions of reflected lights of MAR by the average surface reflectances of the MAR. In order to evaluate the proposed algorithm, experiments with artificial and real captured color-biased scenes were performed and numerical comparison examined. The proposed method was effective in estimating the spectral distribution of the given illuminants under various illuminants and scenes without white points. [References: 9]
机译:本文提出了一种光源估计算法,该算法可从单个图像估计入射光源的光谱功率分布。拟议的照明恢复程序分为两个阶段。首先,恢复表面光谱反射率。在这种情况下,在使用改进的灰色世界算法应用中间颜色恒定性处理之后,恢复的表面光谱反射率被限制为最大消色差区域(MAR),该最大消色差区域是图像的最大消色差和高度明亮的区域。接下来,使用主成分分析方法以及一组给定的孟塞尔样品,估算最大消色差区域的表面反射率。其次,从光谱数据库中选择MAR反射光的光谱分布。也就是说,将MAR的反射光与光谱数据库之间的色差进行比较,该光谱数据库是由给定的Munsell样本建立的一组反射光和一组发光体。然后从光谱数据库中选择最接近的颜色。最后,可以将MAR反射光的平均光谱分布除以MAR的平均表面反射率来计算图像的光源。为了评估所提出的算法,进行了人工和真实捕获的色彩偏移场景的实验,并进行了数值比较。所提出的方法可以有效地估计各种光源和没有白点的场景下给定光源的光谱分布。 [参考:9]

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