Multispectral and hyperspectral image fusion: a systematic analysis and review with the state of art techniques

B Maram, KS Kumar… - International Journal of …, 2024 - inderscienceonline.com
The fusion of multispectral images (MSI) and hyperspectral images (HSI) has been
acknowledged as a promising method for performing HSI-MSI fusion, which is also an …

[图书][B] Image fusion in remote sensing: Conventional and deep learning approaches

A Azarang, N Kehtarnavaz - 2022 - books.google.com
Image fusion in remote sensing or pansharpening involves fusing spatial (panchromatic)
and spectral (multispectral) images that are captured by different sensors on satellites. This …

A generative model method for unsupervised multispectral image fusion in remote sensing

A Azarang, N Kehtarnavaz - Signal, Image and Video Processing, 2022 - Springer
This paper presents a generative model method for multispectral image fusion in remote
sensing which involves training without supervision. This method eases the supervision of …

Application of deep learning models in nonlinear detail map prediction in pansharpening

A Azarang, N Kehtarnavaz - Journal of Computational Science, 2021 - Elsevier
This paper provides a deep learning-based approximation of the MultiSpectral Band
Intensity component by considering the joint multiplication of adjacent spectral channels …

A new pansharpening method based on the sparse representation of classified injected details over a featured dictionary

R Fei, X Zhang, W Li, J Xiong, F Du - Remote Sensing Letters, 2021 - Taylor & Francis
In this paper, the characteristics of low-resolution multispectral image (LRMS) and
panchromatic image (PAN) fusion methods are investigated. Recently, the sparse …

Deep Learning-Based Detail Map Estimation for MultiSpectral Image Fusion in Remote Sensing

A Azarang, N Kehtarnavaz - arXiv preprint arXiv:2102.03830, 2021 - arxiv.org
This paper presents a deep learning-based estimation of the intensity component of
MultiSpectral bands by considering joint multiplication of the neighbouring spectral bands …

Conventional Image Fusion Approaches in Remote Sensing

A Azarang, N Kehtarnavaz - … Fusion in Remote Sensing: Conventional and …, 2021 - Springer
This family of pansharpening or fusion algorithms uses the projection of a MS image into
some other domain, with the idea that this transformation separates the spatial data from the …

Unsupervised Generative Model for Pansharpening

A Azarang, N Kehtarnavaz - … Fusion in Remote Sensing: Conventional and …, 2021 - Springer
So far, different aspects of conventional and deep learning-based solutions for multispectral
image fusion have been considered. Recently, several attempts have been made to …