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Dirscherl, Mariel and Dietz, Andreas and Kneisel, Christoph and Kuenzer, Claudia (2021) A Novel Method for Automated Supraglacial Lake Mapping in Antarctica Using Sentinel-1 SAR Imagery and Deep Learning. Remote Sensing, 13 (2), pp. 1-27. Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/rs13020197. ISSN 2072-4292.
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Official URL: https://www.mdpi.com/2072-4292/13/2/197
| Item URL in elib: | https://elib.dlr.de/140223/ | ||||||||||||||||||||
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| Document Type: | Article | ||||||||||||||||||||
| Title: | A Novel Method for Automated Supraglacial Lake Mapping in Antarctica Using Sentinel-1 SAR Imagery and Deep Learning | ||||||||||||||||||||
| Authors: |
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| Date: | January 2021 | ||||||||||||||||||||
| Journal or Publication Title: | Remote Sensing | ||||||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||||||
| Open Access: | Yes | ||||||||||||||||||||
| Gold Open Access: | Yes | ||||||||||||||||||||
| In SCOPUS: | Yes | ||||||||||||||||||||
| In ISI Web of Science: | Yes | ||||||||||||||||||||
| Volume: | 13 | ||||||||||||||||||||
| DOI: | 10.3390/rs13020197 | ||||||||||||||||||||
| Page Range: | pp. 1-27 | ||||||||||||||||||||
| Publisher: | Multidisciplinary Digital Publishing Institute (MDPI) | ||||||||||||||||||||
| ISSN: | 2072-4292 | ||||||||||||||||||||
| Status: | Published | ||||||||||||||||||||
| Keywords: | Antarctica; Antarctic ice sheet; supraglacial lakes; ice sheet hydrology; Sentinel-1; remote sensing; machine learning; deep learning; semantic segmentation; convolutional neural network | ||||||||||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||
| HGF - Program: | Space | ||||||||||||||||||||
| HGF - Program Themes: | Earth Observation | ||||||||||||||||||||
| DLR - Research area: | Raumfahrt | ||||||||||||||||||||
| DLR - Program: | R EO - Earth Observation | ||||||||||||||||||||
| DLR - Research theme (Project): | R - Remote Sensing and Geo Research | ||||||||||||||||||||
| Location: | Oberpfaffenhofen | ||||||||||||||||||||
| Institutes and Institutions: | German Remote Sensing Data Center > Land Surface Dynamics | ||||||||||||||||||||
| Deposited By: | Dirscherl, Mariel | ||||||||||||||||||||
| Deposited On: | 12 Jan 2021 08:57 | ||||||||||||||||||||
| Last Modified: | 08 May 2025 08:59 |
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