376 citations · 490 across the 6 of their papers we have counts for
8 papers
Learning a Joint Embedding of Multiple Satellite Sensors: A Case Study for Lake Ice Monitoring
Manu Tom, Yuchang Jiang, Emmanuel Baltsavias +1
Fusing satellite imagery acquired with different sensors has been a long-standing challenge of Earth observation, particularly across different modalities such as optical and Synth…
Recent Ice Trends in Swiss Mountain Lakes: 20-year Analysis of MODIS Imagery
Manu Tom, Tianyu Wu, Emmanuel Baltsavias +1
Depleting lake ice is a climate change indicator, just like sea-level rise or glacial retreat. Monitoring Lake Ice Phenology (LIP) is useful because long-term freezing and thawing…
Ice Monitoring in Swiss Lakes from Optical Satellites and Webcams using Machine Learning
Manu Tom, Rajanie Prabha, Tianyu Wu +3
Continuous observation of climate indicators, such as trends in lake freezing, is important to understand the dynamics of the local and global climate system. Consequently, lake ic…
Integrated monitoring of ice in selected Swiss lakes. Final project report
Manu Tom, Melanie Suetterlin, Damien Bouffard +3
Various lake observables, including lake ice, are related to climate and climate change and provide a good opportunity for long-term monitoring. Lakes (and as part of them lake ice…
Lake Ice Monitoring with Webcams and Crowd-Sourced Images
Rajanie Prabha, Manu Tom, Mathias Rothermel +3
Lake ice is a strong climate indicator and has been recognised as part of the Essential Climate Variables (ECV) by the Global Climate Observing System (GCOS). The dynamics of freez…
Lake Ice Detection from Sentinel-1 SAR with Deep Learning
Manu Tom, Roberto Aguilar, Pascal Imhof +3
Lake ice, as part of the Essential Climate Variable (ECV) lakes, is an important indicator to monitor climate change and global warming. The spatio-temporal extent of lake ice cove…