[HTML][HTML] Deep learning in multimodal remote sensing data fusion: A comprehensive review

J Li, D Hong, L Gao, J Yao, K Zheng, B Zhang… - International Journal of …, 2022 - Elsevier
With the extremely rapid advances in remote sensing (RS) technology, a great quantity of
Earth observation (EO) data featuring considerable and complicated heterogeneity are …

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 …

A review of quality metrics for fused image

P Jagalingam, AV Hegde - Aquatic Procedia, 2015 - Elsevier
Image fusion is the process of combining high spatial resolution panchromatic (PAN) image
and rich multispectral (MS) image into a single image. The fused single image obtained is …

A benchmarking protocol for pansharpening: Dataset, preprocessing, and quality assessment

G Vivone, M Dalla Mura, A Garzelli… - IEEE Journal of …, 2021 - ieeexplore.ieee.org
Comparative evaluation is a requirement for reproducible science and objective assessment
of new algorithms. Reproducible research in the field of pansharpening of very high …

Multi-source remote sensing data fusion: status and trends

J Zhang - International Journal of Image and Data Fusion, 2010 - Taylor & Francis
With the fast development of remote sensor technologies, eg the appearance of Very High
Resolution (VHR) optical sensors, SAR, LiDAR, etc., mounted on either airborne or …

Improving Component Substitution Pansharpening Through Multivariate Regression of MS Pan Data

B Aiazzi, S Baronti, M Selva - IEEE Transactions on Geoscience …, 2007 - ieeexplore.ieee.org
In this paper, multivariate regression is adopted to improve spectral quality, without
diminishing spatial quality, in image fusion methods based on the well-established …

A new adaptive component-substitution-based satellite image fusion by using partial replacement

J Choi, K Yu, Y Kim - IEEE transactions on geoscience and …, 2010 - ieeexplore.ieee.org
Preservation of spectral information and enhancement of spatial resolution are regarded as
important issues in remote sensing satellite image fusion. In previous research, various …

MTF-tailored multiscale fusion of high-resolution MS and Pan imagery

B Aiazzi, L Alparone, S Baronti… - … & Remote Sensing, 2006 - ingentaconnect.com
This work presents a multiresolution framework for merging a multispectral image having an
arbitrary number of bands with a higher-resolution panchromatic observation. The fusion …

Remote sensing image fusion using the curvelet transform

F Nencini, A Garzelli, S Baronti, L Alparone - Information fusion, 2007 - Elsevier
This paper presents an image fusion method suitable for pan-sharpening of multispectral
(MS) bands, based on nonseparable multiresolution analysis (MRA). The low-resolution MS …

Multispectral and panchromatic data fusion assessment without reference

L Alparone, B Aiazzi, S Baronti… - … & Remote Sensing, 2008 - ingentaconnect.com
This paper introduces a novel approach for evaluating the quality of pansharpened
multispectral (MS) imagery without resorting to reference originals. Hence, evaluations are …