A New Pan-Sharpening Method With Deep Neural Networks

A deep neural network (DNN)-based new pansharpening method for the remote sensing image fusion problem is proposed in this letter. Research on representation learning suggests that the DNN can effectively model complex relationships between variables via the composition of several levels of nonlinea...

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Bibliographic Details

Published in:	IEEE geoscience and remote sensing letters Vol. 12; no. 5; pp. 1037 - 1041
Main Authors:	Huang, Wei, Xiao, Liang, Wei, Zhihui, Liu, Hongyi, Tang, Songze
Format:	Journal Article
Language:	English
Published:	Piscataway IEEE 01.05.2015 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Algorithms Deep neural networks (DNNs) Image fusion Image reconstruction multispectral (MS) image Neural networks pan-sharpening panchromatic (PAN) image Remote sensing Spatial resolution Training panchromatic (PAN) image multispectral (MS) image pan-sharpening Deep neural networks (DNNs)
ISSN:	1545-598X, 1558-0571
Online Access:	Get full text
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