Effective SAR sea ice image segmentation and touch floe separation using a combined multi-stage approach
Accurate sea-ice segmentation from satellite synthetic aperture radar (SAR) images plays an important role for understanding the interactions between sea-ice, ocean and atmosphere in the Arctic. Processing sea-ice SAR images are challenging due to poor spatial resolution and severe speckle noise. In...
Published in: | 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) |
---|---|
Main Authors: | , , , , |
Format: | Book Part |
Language: | English |
Published: |
IEEE
2015
|
Subjects: | |
Online Access: | https://strathprints.strath.ac.uk/54441/ https://strathprints.strath.ac.uk/54441/1/Ren_etal_IEEE_IGRSS_2015_Effective_SAR_sea_lice_image_segmentation_and_touch_floe_separation.pdf https://doi.org/10.1109/IGARSS.2015.7325947 |
id |
ftustrathclyde:oai:strathprints.strath.ac.uk:54441 |
---|---|
record_format |
openpolar |
spelling |
ftustrathclyde:oai:strathprints.strath.ac.uk:54441 2024-04-28T08:09:36+00:00 Effective SAR sea ice image segmentation and touch floe separation using a combined multi-stage approach Ren, Jinchang Hwang, Byongjun Murray, Paul Sakhalkar, Soumitra McCormack, Samuel 2015-04-03 text https://strathprints.strath.ac.uk/54441/ https://strathprints.strath.ac.uk/54441/1/Ren_etal_IEEE_IGRSS_2015_Effective_SAR_sea_lice_image_segmentation_and_touch_floe_separation.pdf https://doi.org/10.1109/IGARSS.2015.7325947 en eng IEEE https://strathprints.strath.ac.uk/54441/1/Ren_etal_IEEE_IGRSS_2015_Effective_SAR_sea_lice_image_segmentation_and_touch_floe_separation.pdf Ren, Jinchang <https://strathprints.strath.ac.uk/view/author/772358.html> and Hwang, Byongjun and Murray, Paul <https://strathprints.strath.ac.uk/view/author/392327.html> and Sakhalkar, Soumitra <https://strathprints.strath.ac.uk/view/author/948115.html> and McCormack, Samuel <https://strathprints.strath.ac.uk/view/author/996789.html>; (2015 <https://strathprints.strath.ac.uk/view/year/2015.html>) Effective SAR sea ice image segmentation and touch floe separation using a combined multi-stage approach. In: 2015 IEEE International Geoscience and Remote Sensing Symposium. IEEE, ITA, pp. 1040-1043. ISBN 9781479979295 <https://strathprints.strath.ac.uk/view/isbn/9781479979295.html> (In Press) Electrical engineering. Electronics Nuclear engineering Book Section NonPeerReviewed 2015 ftustrathclyde https://doi.org/10.1109/IGARSS.2015.7325947 2024-04-10T01:04:35Z Accurate sea-ice segmentation from satellite synthetic aperture radar (SAR) images plays an important role for understanding the interactions between sea-ice, ocean and atmosphere in the Arctic. Processing sea-ice SAR images are challenging due to poor spatial resolution and severe speckle noise. In this paper, we present a multi-stage method for the sea-ice SAR image segmentation, which includes edge-preserved filtering for pre-processing, k-means clustering for segmentation and conditional morphology filtering for post-processing. As such, the effect of noise has been suppressed and the under-segmented regions are successfully corrected. Book Part Arctic Sea ice University of Strathclyde Glasgow: Strathprints 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 1040 1043 |
institution |
Open Polar |
collection |
University of Strathclyde Glasgow: Strathprints |
op_collection_id |
ftustrathclyde |
language |
English |
topic |
Electrical engineering. Electronics Nuclear engineering |
spellingShingle |
Electrical engineering. Electronics Nuclear engineering Ren, Jinchang Hwang, Byongjun Murray, Paul Sakhalkar, Soumitra McCormack, Samuel Effective SAR sea ice image segmentation and touch floe separation using a combined multi-stage approach |
topic_facet |
Electrical engineering. Electronics Nuclear engineering |
description |
Accurate sea-ice segmentation from satellite synthetic aperture radar (SAR) images plays an important role for understanding the interactions between sea-ice, ocean and atmosphere in the Arctic. Processing sea-ice SAR images are challenging due to poor spatial resolution and severe speckle noise. In this paper, we present a multi-stage method for the sea-ice SAR image segmentation, which includes edge-preserved filtering for pre-processing, k-means clustering for segmentation and conditional morphology filtering for post-processing. As such, the effect of noise has been suppressed and the under-segmented regions are successfully corrected. |
format |
Book Part |
author |
Ren, Jinchang Hwang, Byongjun Murray, Paul Sakhalkar, Soumitra McCormack, Samuel |
author_facet |
Ren, Jinchang Hwang, Byongjun Murray, Paul Sakhalkar, Soumitra McCormack, Samuel |
author_sort |
Ren, Jinchang |
title |
Effective SAR sea ice image segmentation and touch floe separation using a combined multi-stage approach |
title_short |
Effective SAR sea ice image segmentation and touch floe separation using a combined multi-stage approach |
title_full |
Effective SAR sea ice image segmentation and touch floe separation using a combined multi-stage approach |
title_fullStr |
Effective SAR sea ice image segmentation and touch floe separation using a combined multi-stage approach |
title_full_unstemmed |
Effective SAR sea ice image segmentation and touch floe separation using a combined multi-stage approach |
title_sort |
effective sar sea ice image segmentation and touch floe separation using a combined multi-stage approach |
publisher |
IEEE |
publishDate |
2015 |
url |
https://strathprints.strath.ac.uk/54441/ https://strathprints.strath.ac.uk/54441/1/Ren_etal_IEEE_IGRSS_2015_Effective_SAR_sea_lice_image_segmentation_and_touch_floe_separation.pdf https://doi.org/10.1109/IGARSS.2015.7325947 |
genre |
Arctic Sea ice |
genre_facet |
Arctic Sea ice |
op_relation |
https://strathprints.strath.ac.uk/54441/1/Ren_etal_IEEE_IGRSS_2015_Effective_SAR_sea_lice_image_segmentation_and_touch_floe_separation.pdf Ren, Jinchang <https://strathprints.strath.ac.uk/view/author/772358.html> and Hwang, Byongjun and Murray, Paul <https://strathprints.strath.ac.uk/view/author/392327.html> and Sakhalkar, Soumitra <https://strathprints.strath.ac.uk/view/author/948115.html> and McCormack, Samuel <https://strathprints.strath.ac.uk/view/author/996789.html>; (2015 <https://strathprints.strath.ac.uk/view/year/2015.html>) Effective SAR sea ice image segmentation and touch floe separation using a combined multi-stage approach. In: 2015 IEEE International Geoscience and Remote Sensing Symposium. IEEE, ITA, pp. 1040-1043. ISBN 9781479979295 <https://strathprints.strath.ac.uk/view/isbn/9781479979295.html> (In Press) |
op_doi |
https://doi.org/10.1109/IGARSS.2015.7325947 |
container_title |
2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) |
container_start_page |
1040 |
op_container_end_page |
1043 |
_version_ |
1797577896326332416 |