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Sea Ice Classification of SAR Imagery Based on Convolution Neural Networks
Remote Sensing, 2021 We explore new and existing convolutional neural network (CNN) architectures for sea ice classification using Sentinel-1 (S1) synthetic aperture radar (SAR) data by investigating two key challenges: binary sea ice versus open-water classification, and a ...
Salman Khaleghian +5 more
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Satellite SAR Data-based Sea Ice Classification: An Overview
Geosciences, 2019 A review of the main approaches developed for sea ice classification using satellite imagery is presented. Satellite data are the main and very often only information source for sea ice classification and charting in the remote arctic regions.
Natalia Zakhvatkina +2 more
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Remote Sensing, 2021 Sea ice is one of the most prominent causes of marine disasters occurring at high latitudes. The detection of sea ice is particularly important, and the classification of sea ice images is an important part of sea ice detection.
Yanling Han +5 more
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Remote Sensing, 2022 Sea ice mapping plays an integral role in ship navigation and meteorological modeling in the polar regions. Numerous published studies in sea ice classification using synthetic aperture radar (SAR) have reported high classification rates.
Mingzhe Jiang +2 more
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Proof of Concept for Sea Ice Stage of Development Classification Using Deep Learning
Remote Sensing, 2020 Accurate maps of ice concentration and ice type are needed to address increased interest in commercial marine transportation through the Arctic. RADARSAT-2 SAR imagery is the primary source of data used by expert ice analysts at the Canadian Ice Service (
Ryan Kruk +4 more
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Multi-Featured Sea Ice Classification with SAR Image Based on Convolutional Neural Network
Remote Sensing, 2023 Sea ice is a significant factor in influencing environmental change on Earth. Monitoring sea ice is of major importance, and one of the main objectives of this monitoring is sea ice classification.
Hongyang Wan +7 more
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Remote Sensing, 2021 Remote sensing satellites have been broadly applied to sea ice monitoring. The substantial increase in satellite imagery provides a large amount of data support for deep learning methods in the sea ice classification field.
Wei Song +4 more
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Arctic Sea Ice Classification Based on CFOSAT SWIM Data at Multiple Small Incidence Angles
Remote Sensing, 2021 Sea ice type is the key parameter of Arctic sea ice monitoring. Microwave remote sensors with medium incidence and normal incidence modes are the primary detection methods for sea ice types. The Surface Wave Investigation and Monitoring instrument (SWIM)
Meijie Liu +8 more
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Sea Ice Image Classification Based on Heterogeneous Data Fusion and Deep Learning
Remote Sensing, 2021 Sea ice is one of the typical causes of marine disasters. Sea ice image classification is an important component of sea ice detection. Optical data contain rich spectral information, but they do not allow one to easily distinguish between ground objects ...
Yanling Han +5 more
doaj +1 more source
Cross-platform classification of level and deformed sea ice considering per-class incident angle dependency of backscatter intensity [PDF]
The Cryosphere, 2022 Wide-swath C-band synthetic aperture radar (SAR) has been used for sea ice classification and estimates of sea ice drift and deformation since it first became widely available in the 1990s.
W. Guo +4 more
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