A self-supervised remote sensing image fusion framework with dual-stage self-learning and spectral super-resolution injection

J He, Q Yuan, J Li, Y Xiao, L Zhang - ISPRS Journal of Photogrammetry and …, 2023 - Elsevier
Pan-sharpening is a very productive technique to enhance the spatial details of multispectral
images with the aid of panchromatic images. Nowadays, deep learning-based pan …

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 …

CADUI: Cross-attention-based depth unfolding iteration network for pansharpening remote sensing images

Z Li, J Li, F Zhang, L Fan - IEEE Transactions on Geoscience …, 2023 - ieeexplore.ieee.org
Pansharpening is an important technology for remote sensing imaging systems to obtain
high-resolution multispectral (HRMS) images. It mainly obtains HRMS images with uniform …

Remote sensing image fusion based on two-stream fusion network

X Liu, Q Liu, Y Wang - Information Fusion, 2020 - Elsevier
Remote sensing image fusion (also known as pan-sharpening) aims at generating a high
resolution multi-spectral (MS) image from inputs of a high spatial resolution single band …

Detail-injection-model-inspired deep fusion network for pansharpening

Z Xiang, L Xiao, J Yang, W Liao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Pansharpening is an image fusion procedure, which aims to produce a high spatial
resolution multispectral (MS) image by combining a low spatial resolution MS image and a …

Unsupervised pansharpening based on self-attention mechanism

Y Qu, RK Baghbaderani, H Qi… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Pansharpening is to fuse a multispectral image (MSI) of low-spatial-resolution (LR) but rich
spectral characteristics with a panchromatic image (PAN) of high spatial resolution (HR) but …

LDP-Net: An unsupervised pansharpening network based on learnable degradation processes

J Ni, Z Shao, Z Zhang, M Hou, J Zhou… - IEEE Journal of …, 2022 - ieeexplore.ieee.org
Pansharpening in remote sensing image aims at acquiring a high-resolution multispectral
(HRMS) image directly by fusing a low-resolution multispectral (LRMS) image with a …

PCDRN: Progressive cascade deep residual network for pansharpening

Y Yang, W Tu, S Huang, H Lu - Remote Sensing, 2020 - mdpi.com
Pansharpening is the process of fusing a low-resolution multispectral (LRMS) image with a
high-resolution panchromatic (PAN) image. In the process of pansharpening, the LRMS …

Pansharpening via unsupervised convolutional neural networks

S Luo, S Zhou, Y Feng, J Xie - IEEE Journal of Selected Topics …, 2020 - ieeexplore.ieee.org
Pansharpening is normally utilized to take full advantage of all the available spectral and
spatial information that are derived from a low-spatial-resolution multispectral (MS) image …

Pan-sharpening based on transformer with redundancy reduction

K Zhang, Z Li, F Zhang, W Wan… - IEEE Geoscience and …, 2022 - ieeexplore.ieee.org
Pan-sharpening methods based on deep neural network (DNN) have produced the state-of-
the-art results. However, the common information in the panchromatic (PAN) image and the …