Automatic Detection of the Ice Edge in SAR Imagery Using Curvelet Transform and Active Contour

A novel method based on the curvelet transform and active contour method to automatically detect the ice edge in Synthetic Aperture Radar (SAR) imagery is proposed. The method utilizes the location of high curvelet coefficients to determine regions in the image likely to contain the ice edge. Using...

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Published in:Remote Sensing
Main Authors: Jiange Liu, K. Andrea Scott, Ahmed Gawish, Paul Fieguth
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2016
Subjects:
Q
Online Access:https://doi.org/10.3390/rs8060480
https://doaj.org/article/8fc598cd451f4cb4b2557482566596e1
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spelling ftdoajarticles:oai:doaj.org/article:8fc598cd451f4cb4b2557482566596e1 2023-05-15T17:06:10+02:00 Automatic Detection of the Ice Edge in SAR Imagery Using Curvelet Transform and Active Contour Jiange Liu K. Andrea Scott Ahmed Gawish Paul Fieguth 2016-06-01T00:00:00Z https://doi.org/10.3390/rs8060480 https://doaj.org/article/8fc598cd451f4cb4b2557482566596e1 EN eng MDPI AG http://www.mdpi.com/2072-4292/8/6/480 https://doaj.org/toc/2072-4292 2072-4292 doi:10.3390/rs8060480 https://doaj.org/article/8fc598cd451f4cb4b2557482566596e1 Remote Sensing, Vol 8, Iss 6, p 480 (2016) ice edge SAR imagery curvelet transform active contour Science Q article 2016 ftdoajarticles https://doi.org/10.3390/rs8060480 2022-12-31T15:24:18Z A novel method based on the curvelet transform and active contour method to automatically detect the ice edge in Synthetic Aperture Radar (SAR) imagery is proposed. The method utilizes the location of high curvelet coefficients to determine regions in the image likely to contain the ice edge. Using an ice edge from passive microwave sea ice concentration for initialization, these regions are then joined using the active contour method to obtain the final ice edge. The method is evaluated on four dual polarization SAR scenes of the Labrador sea. Through comparison of the ice edge with that from image analysis charts, it is demonstrated that the proposed method can detect the ice edge effectively in SAR images. This is particularly relevant when the marginal ice zone is diffuse or the ice is thin, and using the definition of ice edge from the passive microwave ice concentration would underestimate the ice edge location. It is expected that the method may be useful for operations in marginal ice zones, such as offshore drilling, where a high resolution estimate of the ice edge location is required. It could also be useful as a first guess for an ice analyst, or for the assimilation of SAR data. Article in Journal/Newspaper Labrador Sea Sea ice Directory of Open Access Journals: DOAJ Articles Remote Sensing 8 6 480
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic ice edge
SAR imagery
curvelet transform
active contour
Science
Q
spellingShingle ice edge
SAR imagery
curvelet transform
active contour
Science
Q
Jiange Liu
K. Andrea Scott
Ahmed Gawish
Paul Fieguth
Automatic Detection of the Ice Edge in SAR Imagery Using Curvelet Transform and Active Contour
topic_facet ice edge
SAR imagery
curvelet transform
active contour
Science
Q
description A novel method based on the curvelet transform and active contour method to automatically detect the ice edge in Synthetic Aperture Radar (SAR) imagery is proposed. The method utilizes the location of high curvelet coefficients to determine regions in the image likely to contain the ice edge. Using an ice edge from passive microwave sea ice concentration for initialization, these regions are then joined using the active contour method to obtain the final ice edge. The method is evaluated on four dual polarization SAR scenes of the Labrador sea. Through comparison of the ice edge with that from image analysis charts, it is demonstrated that the proposed method can detect the ice edge effectively in SAR images. This is particularly relevant when the marginal ice zone is diffuse or the ice is thin, and using the definition of ice edge from the passive microwave ice concentration would underestimate the ice edge location. It is expected that the method may be useful for operations in marginal ice zones, such as offshore drilling, where a high resolution estimate of the ice edge location is required. It could also be useful as a first guess for an ice analyst, or for the assimilation of SAR data.
format Article in Journal/Newspaper
author Jiange Liu
K. Andrea Scott
Ahmed Gawish
Paul Fieguth
author_facet Jiange Liu
K. Andrea Scott
Ahmed Gawish
Paul Fieguth
author_sort Jiange Liu
title Automatic Detection of the Ice Edge in SAR Imagery Using Curvelet Transform and Active Contour
title_short Automatic Detection of the Ice Edge in SAR Imagery Using Curvelet Transform and Active Contour
title_full Automatic Detection of the Ice Edge in SAR Imagery Using Curvelet Transform and Active Contour
title_fullStr Automatic Detection of the Ice Edge in SAR Imagery Using Curvelet Transform and Active Contour
title_full_unstemmed Automatic Detection of the Ice Edge in SAR Imagery Using Curvelet Transform and Active Contour
title_sort automatic detection of the ice edge in sar imagery using curvelet transform and active contour
publisher MDPI AG
publishDate 2016
url https://doi.org/10.3390/rs8060480
https://doaj.org/article/8fc598cd451f4cb4b2557482566596e1
genre Labrador Sea
Sea ice
genre_facet Labrador Sea
Sea ice
op_source Remote Sensing, Vol 8, Iss 6, p 480 (2016)
op_relation http://www.mdpi.com/2072-4292/8/6/480
https://doaj.org/toc/2072-4292
2072-4292
doi:10.3390/rs8060480
https://doaj.org/article/8fc598cd451f4cb4b2557482566596e1
op_doi https://doi.org/10.3390/rs8060480
container_title Remote Sensing
container_volume 8
container_issue 6
container_start_page 480
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