IEEE Geoscience and Remote Sensing Magazine - March 2023 - 26
Tensor Decompositions
for Hyperspectral
Data Processing
in Remote Sensing
A comprehensive review
MINGHUA WANG , DANFENG HONG , ZHU HAN , JIAXIN LI , JING YAO ,
LIANRU GAO , BING ZHANG, AND JOCELYN CHANUSSOT
O
wing to the rapid development of sensor technology,
hyperspectral (HS) remote sensing (RS) imaging has
provided a significant amount of spatial and spectral information
for the observation and analysis of Earth's surface
at a distance of data acquisition devices. The recent
advancement and even revolution of HS RS techniques
Digital Object Identifier 10.1109/MGRS.2022.3227063
Date of current version: 2 February 2023
26 2473-2397/23©2023IEEE
offer opportunities to realize the potential of various applications
while confronting new challenges for efficiently
processing and analyzing the enormous HS acquisition
data. Due to the maintenance of the 3D HS inherent
structure, tensor decomposition has aroused widespread
concern and spurred research in HS data processing tasks
over the past decades. In this article, we aim to present
a comprehensive overview of tensor decomposition,
specifically contextualizing the five broad topics in HS
IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE MARCH 2023
©SHUTTERSTOCK.COM/BUDIMIR JEVTIC
http://www.SHUTTERSTOCK.COM/BUDIMIR
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https://orcid.org/0000-0002-3212-9584
https://orcid.org/0000-0002-1237-542X
https://orcid.org/0000-0001-5715-130X
https://orcid.org/0000-0003-3888-8124
https://orcid.org/0000-0003-4817-2875
IEEE Geoscience and Remote Sensing Magazine - March 2023
Table of Contents for the Digital Edition of IEEE Geoscience and Remote Sensing Magazine - March 2023
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