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A multiscale retinex for bridging the gap between color images and the human observation of scenes

机译:一种多尺度retinex,用于弥合彩色图像和人类对场景的观察之间的差距

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Direct observation and recorded color images of the same scenes are often strikingly different because human visual perception computes the conscious representation with vivid color and detail in shadows, and with resistance to spectral shifts in the scene illuminant. A computation for color images that approaches fidelity to scene observation must combine dynamic range compression, color consistency-a computational analog for human vision color constancy-and color and lightness tonal rendition. In this paper, we extend a previously designed single-scale center/surround retinex to a multiscale version that achieves simultaneous dynamic range compression/color consistency/lightness rendition. This extension fails to produce good color rendition for a class of images that contain violations of the gray-world assumption implicit to the theoretical foundation of the retinex. Therefore, we define a method of color restoration that corrects for this deficiency at the cost of a modest dilution in color consistency. Extensive testing of the multiscale retinex with color restoration on several test scenes and over a hundred images did not reveal any pathological behaviour.
机译:直接观察和记录相同场景的彩色图像通常会显着不同,因为人类的视觉感知可以通过阴影中生动的色彩和细节以及对场景光源中光谱移动的抵抗来计算有意识的表示。逼近现场观察的逼真彩色图像计算必须结合动态范围压缩,色彩一致性(人眼色彩恒定性的计算模拟)以及色彩和明暗色调的再现。在本文中,我们将先前设计的单比例中心/环绕式retinex扩展到多比例版本,以实现动态范围同时压缩/颜色一致性/明度再现。对于包含不符合retinex理论基础隐含的灰色世界假设的一类图像,此扩展无法产生良好的色彩再现。因此,我们定义了一种颜色恢复方法,可以以适当稀释颜色一致性的代价来纠正这种缺陷。在多个测试场景和一百多幅图像上对带有色彩还原的多尺度retinex进行了广泛的测试,没有发现任何病理行为。

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