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Block-based multispectral image registration with application to spectral color measurement

机译:基于块的多光谱图像配准,应用于频谱颜色测量

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摘要

A filter-wheel multispectral imaging system can be used to acquire the spectral reflectance of a sample. In the imaging system, large displacements between band images are obtained and corrected by employing a specific chart as a system calibration process. However, small misalignment can still occur due to the possible mechanical vibration when measuring individual samples. These small misalignments always cause chromatic aberration and corrupt spectral accuracy in the acquired multispectral image. To deal with this problem, this paper proposes a block-based multispectral image registration method that is accurate and efficient for practical color measurement. In our method, each band image is evenly divided into blocks. The local translations between individual block pairs, which are selected according to a gradient strength map, are computed based on an image similarity measure. The misalignment between reference and floating band images is modeled as a global affine transform, which can be efficiently solved using regularized least squares. Experimental results validate the accuracy and computational efficiency of our method on both synthetic and real images. It is also demonstrated that the accuracy of single-yarn spectral color measurement can be considerably improved by employing our multispectral image registration method.
机译:滤波器轮式多光谱成像系统可用于获取样品的光谱反射率。在成像系统中,通过使用特定图表作为系统校准处理来获得和校正频带图像之间的大位移。然而,由于在测量单个样品时可能的机械振动,仍然可能发生小的未对准。这些小的错位总是在所获得的多光谱图像中引起色差和腐蚀光谱精度。为了解决这个问题,本文提出了一种基于块的多光谱图像登记方法,可准确且有效地用于实际颜色测量。在我们的方法中,每个频带图像均匀分成块。根据图像相似度测量计算根据梯度强度图选择的单个块对之间的局部平移。参考和浮动带图像之间的未对准被建模为全局仿射变换,可以使用规则的最小二乘来有效地解决。实验结果验证了我们在合成和真实图像中的方法的准确性和计算效率。还证明,通过采用我们的多光谱图像登记方法,可以显着改善单纱谱色谱测量的精度。

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