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A novel iterative PCA–based pansharpening method

DOI:10.1080/2150704X.2018.1547443 期刊:Remote Sensing Letters 出版年份:2019 更新时间:2025-09-09 09:28:46
摘要: Image pansharpening methods are usually grouped into two main classes: the spectral methods and the spatial methods. For the first class, the multispectral image undergoes a spectral transformation and then one of the resultant components is totally substituted with the panchromatic image, hence leading to a considerable color distortion compared with the second class. In the literature, this issue is addressed by integrating the wavelet transform to the spectral methods in order to transfer only the spatial details of the panchromatic image. Furthermore, the spatial information quantity transferred during the fusion is usually defined by the resolution ratio between the multi-spectral and panchromatic images, and this is, however, not necessarily the optimal quantity providing the best images. Therefore, a simple iterative Principal Component Analysis (PCA) based method is proposed in this letter, to continuously transfer the spatial information from the panchromatic to the multispectral image until the best fused image is obtained. The spatial distortion Ds of the Quality with No Reference (QNR) index is used as a stopping criterion. The experiments applied on the Worldview–3 images show that the suggested method presents the best visual and numerical results comparatively to the PCA and the Additive Wavelet Principal Component (AWPC) methods.
作者: Mohamed Ghadjati,Abdelkrim Moussaoui,Abdelhak Boukharouba
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To propose a novel iterative PCA-based pansharpening method that continuously transfers spatial information from the panchromatic to the multispectral image until the best fused image is obtained, addressing the issue of color distortion in spectral methods.

The proposed iterative PCA-based pansharpening method (IPCA) effectively enhances the spatial resolution of multispectral images while preserving color information, outperforming traditional PCA and AWPC methods in both visual and numerical evaluations. The method's automatic adjustment of spatial information transfer based on image quality, rather than resolution ratio, marks a significant advancement in pansharpening techniques.

The study is limited by the assumption that the fusion performances are invariant to resolution changes, which may not hold for very high-resolution images. Additionally, the QNR index, while useful, represents a numerical trade-off between spectral and spatial qualities rather than a visual one.

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