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Color constancy: enhancing von Kries adaption via sensor transformations

机译:色彩恒定:通过传感器转换增强冯·克里斯(von Kries)的适应性

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Abstract: Von Kries adaptation has long been considered a reasonable vehicle for color constancy. Since the color constancy performance attainable via the von Kries rule strongly depends on the spectral response characteristics of the human cones, we consider the possibility of enhancing von Kries performance by constructing new `sensors' as linear combinations of the fixed cone sensitivity functions. We show that if surface reflectances are well-modeled by 3 basis functions and illuminants by 2 basis functions then there exists a set of new sensors for which von Kries adaptation can yield perfect color constancy. These new sensors can (like the cones) be described as long-, medium-, and short-wave sensitive; however, both the new long- and medium-wave sensors have sharpened sensitivities - their support is more concentrated. The new short-wave sensor remains relatively unchanged. A similar sharpening of cone sensitivities has previously been observed in test and field spectral sensitivities measured for the human eye. We present simulation results demonstrating improved von Kries performance using the new sensors even when the restrictions on the illumination and reflectance are relaxed. !23
机译:摘要:长期以来,冯·克里斯(Von Kries)自适应技术一直被认为是色彩稳定的合理手段。由于通过von Kries规则可获得的颜色恒定性在很大程度上取决于人体视锥细胞的光谱响应特性,因此我们考虑了通过将新的“传感器”构造为固定视锥细胞敏感性函数的线性组合来增强von Kries性能的可能性。我们显示,如果通过3个基本函数对光源的反射率进行建模,并通过2个基本函数对光源进行建模,则存在一组新的传感器,von Kries自适应传感器可以针对这些传感器产生完美的色彩恒定性。可以将这些新传感器(如锥体)描述为对长波,中波和短波敏感。但是,新的长波和中波传感器都具有更高的灵敏度-它们的支持更加集中。新的短波传感器保持相对不变。先前已经在针对人眼的测试和现场光谱灵敏度中观察到了类似的锥度灵敏度锐化。我们提供的仿真结果证明,即使放宽了对照明和反射率的限制,使用新传感器也可以改善von Kries性能。 !23

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