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Study on the key technology of spectral reflectance reconstruction based on the weighted measurement matrix

机译:基于加权测量矩阵的光谱反射率重建关键技术研究

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摘要

In order to reconstruct the spectral reflectance accurately, a new method of spectral reflectance reconstruction based on the weighted measurement matrix is proposed in this paper. By optimizing the measurement matrix between spectral reflectance and the response of a camera, the method can improve the reconstruction accuracy. The new method is a combination of three kinds of common reflectance reconstruction methods, which are the pseudo inverse method, the Wiener estimation method and the principal component analysis method. The new measurement matrix can be achieved after weighting the measurement matrices of these three methods to reconstruct the spectral reflectance. What is more, the weights of the three methods can be obtained by minimizing the color difference. Results show that the CIE1976 color difference and RMSE value of the weighted reconstructed spectra are less than that of three common reconstruction methods. The spectral matching accuracy GFC of the method is higher than 0.99 and its reconstruction accuracy is high.
机译:为了准确重构光谱反射率,提出了一种基于加权测量矩阵的光谱反射率重构新方法。通过优化光谱反射率和相机响应之间的测量矩阵,该方法可以提高重建精度。该新方法结合了三种常用的反射率重建方法,即伪逆方法,维纳估计方法和主成分分析方法。在对这三种方法的测量矩阵进行加权以重建光谱反射率之后,可以实现新的测量矩阵。此外,可以通过最小化色差来获得这三种方法的权重。结果表明,加权重建光谱的CIE1976色差和RMSE值均小于三种常用的重建方法。该方法的光谱匹配精度GFC大于0.99,重构精度高。

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