Improved Co-Registration of Sentinel-2 and Landsat-8 Imagery for Earth Surface Motion Measurements

The constellation of Landsat-8 and Sentinel-2 optical satellites offers opportunities for a wide range of Earth Observation (EO) applications and scientific studies in Earth sciences mainly related to geohazards. The multi-temporal co-registration accuracy of images provided by both missions is, how...

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Main Authors: André Stumpf, David Michéa, Jean-Philippe Malet
Format: Article
Language:English
Published: MDPI AG 2018-01-01
Series:Remote Sensing
Subjects:
Online Access:http://www.mdpi.com/2072-4292/10/2/160
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spelling doaj-a943d56d0f2741aaadf60c828d3564b22020-11-25T00:36:57ZengMDPI AGRemote Sensing2072-42922018-01-0110216010.3390/rs10020160rs10020160Improved Co-Registration of Sentinel-2 and Landsat-8 Imagery for Earth Surface Motion MeasurementsAndré Stumpf0David Michéa1Jean-Philippe Malet2École et Observatoire des Sciences de la Terre-EOST/CNRS UMS 380, University of Strasbourg, 67084 Strasbourg, FranceÉcole et Observatoire des Sciences de la Terre-EOST/CNRS UMS 380, University of Strasbourg, 67084 Strasbourg, FranceÉcole et Observatoire des Sciences de la Terre-EOST/CNRS UMS 380, University of Strasbourg, 67084 Strasbourg, FranceThe constellation of Landsat-8 and Sentinel-2 optical satellites offers opportunities for a wide range of Earth Observation (EO) applications and scientific studies in Earth sciences mainly related to geohazards. The multi-temporal co-registration accuracy of images provided by both missions is, however, currently not fully satisfactory for change detection, time-series analysis and in particular Earth surface motion measurements. The objective of this work is the development, implementation and test of an automatic processing chain for correcting co-registration artefacts targeting accurate alignment of Sentinel-2 and Landsat-8 imagery for time series analysis. The method relies on dense sub-pixel offset measurements and robust statistics to correct for systematic offsets and striping artefacts. Experimental evaluation at sites with diverse environmental settings is conducted to evaluate the efficiency of the processing chain in comparison with previously proposed routines. The experimental evaluation suggests lower residual offsets than existing methods ranging between R M S E x y = 2.30 and 2.91 m remaining stable for longer time series. A first case study demonstrates the utility of the processor for the monitoring of continuously active landslides. A second case study demonstrates the use of the processor for measuring co-seismic surface displacements indicating an accuracy of 1/5 th of a pixel after corrections and 1/10th of a pixel after calibration with ground measurements. The implemented processing chain is available as an open source tool to support a better exploitation of the growing archives of Sentinel-2 and Landsat-8.http://www.mdpi.com/2072-4292/10/2/160image correlationcoregistrationsurface displacementSentinel-2Landsat-8landslideearthquakesco-seismic slip
collection DOAJ
language English
format Article
sources DOAJ
author André Stumpf
David Michéa
Jean-Philippe Malet
spellingShingle André Stumpf
David Michéa
Jean-Philippe Malet
Improved Co-Registration of Sentinel-2 and Landsat-8 Imagery for Earth Surface Motion Measurements
Remote Sensing
image correlation
coregistration
surface displacement
Sentinel-2
Landsat-8
landslide
earthquakes
co-seismic slip
author_facet André Stumpf
David Michéa
Jean-Philippe Malet
author_sort André Stumpf
title Improved Co-Registration of Sentinel-2 and Landsat-8 Imagery for Earth Surface Motion Measurements
title_short Improved Co-Registration of Sentinel-2 and Landsat-8 Imagery for Earth Surface Motion Measurements
title_full Improved Co-Registration of Sentinel-2 and Landsat-8 Imagery for Earth Surface Motion Measurements
title_fullStr Improved Co-Registration of Sentinel-2 and Landsat-8 Imagery for Earth Surface Motion Measurements
title_full_unstemmed Improved Co-Registration of Sentinel-2 and Landsat-8 Imagery for Earth Surface Motion Measurements
title_sort improved co-registration of sentinel-2 and landsat-8 imagery for earth surface motion measurements
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2018-01-01
description The constellation of Landsat-8 and Sentinel-2 optical satellites offers opportunities for a wide range of Earth Observation (EO) applications and scientific studies in Earth sciences mainly related to geohazards. The multi-temporal co-registration accuracy of images provided by both missions is, however, currently not fully satisfactory for change detection, time-series analysis and in particular Earth surface motion measurements. The objective of this work is the development, implementation and test of an automatic processing chain for correcting co-registration artefacts targeting accurate alignment of Sentinel-2 and Landsat-8 imagery for time series analysis. The method relies on dense sub-pixel offset measurements and robust statistics to correct for systematic offsets and striping artefacts. Experimental evaluation at sites with diverse environmental settings is conducted to evaluate the efficiency of the processing chain in comparison with previously proposed routines. The experimental evaluation suggests lower residual offsets than existing methods ranging between R M S E x y = 2.30 and 2.91 m remaining stable for longer time series. A first case study demonstrates the utility of the processor for the monitoring of continuously active landslides. A second case study demonstrates the use of the processor for measuring co-seismic surface displacements indicating an accuracy of 1/5 th of a pixel after corrections and 1/10th of a pixel after calibration with ground measurements. The implemented processing chain is available as an open source tool to support a better exploitation of the growing archives of Sentinel-2 and Landsat-8.
topic image correlation
coregistration
surface displacement
Sentinel-2
Landsat-8
landslide
earthquakes
co-seismic slip
url http://www.mdpi.com/2072-4292/10/2/160
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