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Multispectral Image Compression for High Fidelity Colorimetric and Spectral Reproduction

机译:多光谱图像压缩,实现高保真比色和光谱再现

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The article aims to provide a solution for multispectral image compression for high color reproducibility with preservation to spectral accuracy. In the method previously proposed to reduce the colorimetric error of the reconstructed multispectral image, a weighting matrix is incorporated to Karhunen-Loeve transform (KLT) as the spectral transform for multispectral image compression, which accounts for the color matching functions of human observers as well as the viewing illuminants. However, the colorimetric improvements are obtained on the cost of degradation of spectral accuracy. In this paper, we show that the reduction of colorimetric error and the preservation of spectral accuracy is a tradeoff that can be controlled by adding a diagonal matrix that is composed of a scalar multiple of an identity matrix to the weighting matrix of KLT. As the result, the small values in the weighting matrix can be lifted up, thus reduce the spectral errors in the corresponding reconstructed multispectral image bands. We implement a multispectral image compression system that integrates the proposed spectral transforms with the addition of diagonal matrix and JPEG2000 for high colorimetric and spectral reproducibility. Experimental results for three 16-band multispectral images show that spectral accuracy can be improved without loss of substantial color reproducibility if the magnitude of the scalar in the diagonal matrix is chosen appropriately.
机译:本文旨在提供一种多光谱图像压缩解决方案,以实现高色彩再现性并保持光谱精度。在先前提出的减少重构多光谱图像色度误差的方法中,将加权矩阵合并到Karhunen-Loeve变换(KLT)中,作为用于多光谱图像压缩的光谱变换,这也考虑了人类观察者的颜色匹配功能作为观察光源。但是,比色改进是在降低光谱精度的代价上获得的。在本文中,我们表明,比色误差的减少和光谱精度的保持是可以通过向KLT的加权矩阵添加对角矩阵来控制的,该对角矩阵由恒等矩阵的标量倍数组成。结果,可以提升权重矩阵中的较小值,从而减少相应的重构多光谱图像波段中的光谱误差。我们实现了一个多光谱图像压缩系统,该系统将拟议的光谱变换与对角矩阵和JPEG2000进行了集成,以实现较高的比色和光谱再现性。对三个16波段多光谱图像的实验结果表明,如果适当选择对角矩阵中标量的大小,则可以提高光谱精度,而不会损失大量的颜色再现性。

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