Search Results - "Grahn , Jakob"
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Snow Avalanche Segmentation in SAR Images With Fully Convolutional Neural Networks
Published in IEEE journal of selected topics in applied earth observations and remote sensing (01-01-2021)“…Knowledge about frequency and location of snow avalanche activity is essential for forecasting and mapping of snow avalanche hazard. Traditional field…”
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Journal Article -
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Automated snow avalanche monitoring for Austria: State of the art and roadmap for future work
Published in Frontiers in remote sensing (21-04-2023)“…Avalanches pose a significant threat to the population and infrastructure of mountainous regions. The mapping and documentation of avalanches in Austria is…”
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Recognition of Polar Lows in Sentinel-1 SAR Images With Deep Learning
Published in IEEE transactions on geoscience and remote sensing (2022)“…In this article, we explore the possibility of detecting polar lows in C-band synthetic aperture radar (SAR) images by means of deep learning. Specifically, we…”
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Journal Article -
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Near-Real Time Automatic Snow Avalanche Activity Monitoring System Using Sentinel-1 SAR Data in Norway
Published in Remote sensing (Basel, Switzerland) (01-12-2019)“…Knowledge of the spatio-temporal occurrence of avalanche activity is critical for avalanche forecasting. We present a near-real time automatic avalanche…”
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Journal Article -
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Performance of manual and automatic detection of dry snow avalanches in Sentinel-1 SAR images
Published in Cold regions science and technology (01-06-2022)“…Radar satellite-borne snow avalanche detection has rapidly grown into an important method for monitoring of avalanche activity over large spatial and long…”
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Recognition of polar lows in Sentinel-1 SAR images with deep learning
Published 05-09-2022“…In this paper, we explore the possibility of detecting polar lows in C-band SAR images by means of deep learning. Specifically, we introduce a novel dataset…”
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Norway's Operational Avalanche Activity Monitoring System Using Sentinel-1
Published in 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS (11-07-2021)“…Knowledge of the spatial and temporal occurrence of avalanche activity is critical for avalanche forecasting and hazard mapping. We present an automatic…”
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Conference Proceeding -
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Snow avalanche segmentation in SAR images with Fully Convolutional Neural Networks
Published 11-10-2019“…Knowledge about frequency and location of snow avalanche activity is essential for forecasting and mapping of snow avalanche hazard. Traditional field…”
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Journal Article