A low-rank method for sentinel-2 sharpening using cyclic descent

M. O. Ulfarsson, M. Dalla Mura

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Multiresolution optical remote sensing systems often have a spatial resolution that varies between bands. An example is the Sentinel-2 (S2) constellation which has three levels of spatial resolution 10m, 20m, and 60m. Recently, researchers have exploited the spectral/spatial correlation inherent in multispectral data to sharpen the lower resolution S2 bands. In this paper, we propose a low-rank method that formulates the sharpening process as a solution to a cost function. We develop an iterative algorithm based on cyclic descent and call it S2Sharp-CD. We evaluate the method on a simulated dataset and compare it to a state-of-the-art approach.

Original languageEnglish
Title of host publication2018 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages8857-8860
Number of pages4
ISBN (Electronic)9781538671504
DOIs
Publication statusPublished - 31 Oct 2018
Event38th Annual IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018 - Valencia, Spain
Duration: 22 Jul 201827 Jul 2018

Publication series

NameInternational Geoscience and Remote Sensing Symposium (IGARSS)
Volume2018-July

Conference

Conference38th Annual IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018
Country/TerritorySpain
CityValencia
Period22/07/1827/07/18

Bibliographical note

Funding Information: This work was partly supported by the Research Fund of the University of Iceland and by a grant from Labex OSUG@2020 (Investissements dav-enir ANR10 LABX56), from the Programme National de Tldtection Spatiale (PNTS), grant n. PNTS-2016-03. Publisher Copyright: © 2018 IEEE.

Other keywords

  • Cyclic descent
  • Data fusion
  • Image processing
  • Sentinel-2 constellation
  • Superresolution

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