基于mtf的城市超高分辨率多光谱图像泛锐化光谱失真最小化模型

B. Aiazzi, L. Alparone, S. Baronti, A. Garzelli, M. Selva
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引用次数: 126

摘要

本文提出了一种可行的方法来解决具有任意多波段的多光谱图像与高分辨率全色观测的合并问题。该方法基于广义拉普拉斯金字塔,它是一种多尺度过采样结构,空间细节被映射到不同的尺度上。目标是在完全保留粗数据的频谱信息的约束下,选择性地从一张图像到另一张图像进行空间频率频谱替换。为此,定义了矢量注入模型:在每个像素处,要添加的细节矢量总是与近似平行。此外,通过测量多光谱和全色数据之间局部增益比的因子对其分量进行缩放。通过将多光谱扫描仪的调制传递函数嵌入到多分辨率分析中,可以将两种类型的数据扩展到更精细的分辨率,从而在较粗的分辨率下计算这种模型。这样,可以将带间结构模型扩展到更高的分辨率,而不会出现当模型假设MTFs接近理想时增强效果较差的缺点。本文介绍并讨论了某城市超高分辨率QuickBird数据的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An MTF-based spectral distortion minimizing model for pan-sharpening of very high resolution multispectral images of urban areas
This work presents a viable solution to the problem of merging multispectral image with an arbitrary number of spectral bands with a higher-resolution panchromatic observation. The proposed method relies on the generalized Laplacian pyramid, which is a multiscale oversampled structure in which spatial details are mapped on different scales. The goal is to selectively perform spatial-frequencies spectrum substitution from an image to another with the constraint of thoroughly retaining the spectral information of the coarser data. To this end, a vector injection model has been defined: at each pixel, the detail vector to be added is always parallel to the approximation. Furthermore, its components are scaled by factors measuring the ratio of local gains between the multispectral and panchromatic data. Such a model is calculated at a coarser resolution where both types of data are available extended to the finer resolution by embedding the modulation transfer functions of the multispectral scanner into the multiresolution analysis. In this way, the interband structure model can be extended to the higher resolution without the drawback of the poor enhancement occurring when the model assumes MTFs close to be ideal. Results are presented and discussed on very high resolution QuickBird data of an urban area.
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