Image fusion meets deep learning: A survey and perspective

H Zhang, H Xu, X Tian, J Jiang, J Ma - Information Fusion, 2021 - Elsevier
Image fusion, which refers to extracting and then combining the most meaningful information
from different source images, aims to generate a single image that is more informative and …

A new benchmark based on recent advances in multispectral pansharpening: Revisiting pansharpening with classical and emerging pansharpening methods

G Vivone, M Dalla Mura, A Garzelli… - … and Remote Sensing …, 2020 - ieeexplore.ieee.org
Pansharpening refers to the fusion of a multispectral (MS) image and panchromatic (PAN)
data aimed at generating an outcome with the same spatial resolution of the PAN data and …

Pan-mamba: Effective pan-sharpening with state space model

X He, K Cao, J Zhang, K Yan, Y Wang, R Li, C Xie… - Information …, 2025 - Elsevier
Pan-sharpening involves integrating information from low-resolution multi-spectral and high-
resolution panchromatic images to generate high-resolution multi-spectral counterparts …

Enhanced autoencoders with attention-embedded degradation learning for unsupervised hyperspectral image super-resolution

L Gao, J Li, K Zheng, X Jia - IEEE Transactions on Geoscience …, 2023 - ieeexplore.ieee.org
Recently, unmixing-based networks have shown significant potential in unsupervised
multispectral-aided hyperspectral image super-resolution (MS-aided HS-SR) task …

Multispectral and hyperspectral image fusion in remote sensing: A survey

G Vivone - Information Fusion, 2023 - Elsevier
The fusion of multispectral (MS) and hyperspectral (HS) images has recently been put in the
spotlight. The combination of high spatial resolution MS images with HS data showing a …

Pan-GAN: An unsupervised pan-sharpening method for remote sensing image fusion

J Ma, W Yu, C Chen, P Liang, X Guo, J Jiang - Information Fusion, 2020 - Elsevier
Pan-sharpening in remote sensing image fusion refers to obtaining multi-spectral images of
high-resolution by fusing panchromatic images and multi-spectral images of low-resolution …

Spatial-frequency domain information integration for pan-sharpening

M Zhou, J Huang, K Yan, H Yu, X Fu, A Liu… - European conference on …, 2022 - Springer
Pan-sharpening aims to generate high-resolution multi-spectral (MS) images by fusing PAN
images and low-resolution MS images. Despite its great advances, most existing pan …

Mutual information-driven pan-sharpening

M Zhou, K Yan, J Huang, Z Yang… - Proceedings of the …, 2022 - openaccess.thecvf.com
Pan-sharpening aims to integrate the complementary information of texture-rich PAN images
and multi-spectral (MS) images to produce the texture-rich MS images. Despite the …

Machine learning in pansharpening: A benchmark, from shallow to deep networks

LJ Deng, G Vivone, ME Paoletti… - … and Remote Sensing …, 2022 - ieeexplore.ieee.org
Machine learning (ML) is influencing the literature in several research fields, often through
state-of-the-art approaches. In the past several years, ML has been explored for …

Detail injection-based deep convolutional neural networks for pansharpening

LJ Deng, G Vivone, C Jin… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The fusion of high spatial resolution panchromatic (PAN) data with simultaneously acquired
multispectral (MS) data with the lower spatial resolution is a hot topic, which is often called …