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Journal ArticleDOI

A two-dimensional discrete fractional Fourier transform-based pansharpening scheme

TLDR
The proposed pansharpening scheme provides improved spectral and spatial quality as compared with the existing schemes and is robust against aliasing and mis-registration errors.
Abstract
In this paper, a new approach for fusion of multi-spectral (MS) and panchromatic (Pan) images based on 2D-discrete fractional Fourier transform (2D-DFRFT) is proposed. The proposed technique is clo...

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Citations
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Journal ArticleDOI

Pansharpening scheme using spatial detail injection-based convolutional neural networks

TL;DR: In this article , a CNN model is used to extract the PAN detail image that is suitable for the MRA-based pansharpening scheme which significantly reduces the spatial and spectral distortions.
Journal ArticleDOI

Pansharpening Scheme Using Bi-dimensional Empirical Mode Decomposition and Neural Network

TL;DR: In this paper , a panchromatic image was used to extract spatial detail information of the PAN image to reduce the feature values of the input and applied to the CNN to produce the nonlinear changes in the image pixels and transformed into the perfect spatial detail image.
References
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Proceedings ArticleDOI

A new optimizer using particle swarm theory

TL;DR: The optimization of nonlinear functions using particle swarm methodology is described and implementations of two paradigms are discussed and compared, including a recently developed locally oriented paradigm.
Journal ArticleDOI

A universal image quality index

TL;DR: Although the new index is mathematically defined and no human visual system model is explicitly employed, experiments on various image distortion types indicate that it performs significantly better than the widely used distortion metric mean squared error.
Proceedings ArticleDOI

Empirical study of particle swarm optimization

TL;DR: The experimental results show that the PSO is a promising optimization method and a new approach is suggested to improve PSO's performance near the optima, such as using an adaptive inertia weight.
Journal Article

Comparison of three different methods to merge multiresolution and multispectral data: Landsat TM and SPOT panchromatic

TL;DR: In this paper, the results of three different methods used to merge the information contents of the Landsat Thermatic Mapper (TM) and Satellite Pour l'Observation de la Terre (SPOT) panchromatic data are compared.
Journal ArticleDOI

Multiresolution-based image fusion with additive wavelet decomposition

TL;DR: The authors developed a technique, based on multiresolution wavelet decomposition, for the merging and data fusion of high-resolution panchromatic and multispectral images which is clearly better than the IHS and LHS mergers in preserving both spectral and spatial information.
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