Find Andersen Casper, Connah David
IEEE Trans Image Process. 2016 Sep;25(9):4329-4339. doi: 10.1109/TIP.2016.2590303. Epub 2016 Jul 11.
Color correction relates device dependent sensor responses (RGB) to device independent color values (XYZ). Here we present a new approach to Hue-plane Preserving Color Correction (HPPCC) using weighted constrained 3 × 3 matrices. Hue-plane preservation was introduced in [1] in conjunction with an HPPCC method. That method maps using a finite number of local white point preserving 3 × 3 matrices, each of which operates in a hue-angle delimited subregion of device space defined by the white and two adjacent chromatic training set colors. However, that formulation does not leave room for optimization or continuity beyond C in the transitions between the subregions. To remedy that our new method uses hue-angle specific weighted matrixing: given a device RGB from which a device hue-angle is derived, a corresponding transformation matrix is found as the normalized weighted sum of all precalculated constrained white point and training color preserving matrices. Each weight is calculated as a power function of the minimum difference between the device and the training color hue-angle. The weighting function provides local influence to the matrices that are in close hue-angle proximity to the device color. The power of the function is optimized for global accuracy. We call this Hue-plane Preserving Color Correction by Weighted Constrained Matrixing HPPCC-WCM 1. Experiments performed using different input spectra show that our method consistently improves on both stability and accuracy compared to state of the art methods.
颜色校正将依赖于设备的传感器响应(RGB)与不依赖于设备的颜色值(XYZ)相关联。在此,我们提出一种使用加权约束3×3矩阵的色相平面保留颜色校正(HPPCC)新方法。色相平面保留在[1]中与一种HPPCC方法一同被引入。该方法使用有限数量的局部白点保留3×3矩阵进行映射,每个矩阵在由白色和两种相邻的彩色训练集颜色定义的设备空间的色相角界定子区域中运行。然而,该公式在子区域之间的过渡中没有为超出C的优化或连续性留出空间。为了弥补这一点,我们的新方法使用色相角特定的加权矩阵:给定一个从中导出设备色相角的设备RGB,找到一个相应的变换矩阵作为所有预先计算的约束白点和训练颜色保留矩阵的归一化加权和。每个权重被计算为设备与训练颜色色相角之间最小差值的幂函数。加权函数对色相角与设备颜色接近的矩阵提供局部影响。该函数的幂针对全局精度进行了优化。我们将此称为通过加权约束矩阵进行的色相平面保留颜色校正HPPCC-WCM 1。使用不同输入光谱进行的实验表明,与现有方法相比,我们的方法在稳定性和准确性方面都持续得到了改进。