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#glacial

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Glacial Lake Mapping Using Remote Sensing Geo-Foundation Model
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doi.org/10.1016/j.jag.2025.104 <-- shared paper
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HIGHLIGHTS:
• Proposed U-ViT model based on Prithvi GFM for multi-sensor glacial lake mapping.
• Achieved an F1 score of 0.894 on Sentinel-1&2, surpassing CNNs scoring below 0.8.
• Maintains strong performance with 50% less training data, proving efficiency.
• Excels in detecting small lakes (<0.01km²) and handling clouds and complex terrains..."
#GIS #spatial #mapping #glaciallake #GeospatialFoundationModel #satellite #Sentinel #GaoFen #remotesensing #earthobservation #model #modeling #climatechange #glacial #glacier #melt #melting #UViT #deepleanring #AI #framework #performance #metrics #opensource

The Planet's Melting Glaciers Are Releasing A Treasure Trove Of Ancient Artifacts
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cbc.ca/radio/quirks/the-planet <-- shared media article / radio audio
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hachettebookgroup.com/titles/l <-- shared link to book
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secretsoftheice.com/ <-- link to web site, Secrets of the Ice - The Archaeology of Glaciers and Ice Patches
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youtu.be/9bpGsHWckCA?si=FE66aJ <-- Secrets of the Ice overview video
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[this post should not be considered an endorsement of this book]
#GIS #spatial #mapping #archaeology #hunting #artifacts #melting #climatechange #glacial #ice #snow #otzi #iceman #warming #icepatcharcheology #atlatl #perennialice #ancient #huntergatherer #prehistoric #cultures #glacialarchaeology #arrow #tools #artefacts

The fast-eroding cliffs at #Happisburgh, Norfolk exhibit splendid exposures of a "tripartite" (like neapolitan ice cream) Quaternary #geological succession - massive brown/grey #glacial till at the base, overlain by dark, laminated pro-glacial lake muds, then by glaciofluvial sands.
Two photos show infilled channels in the upper surface of the till, and one shows where the upper two units have been eroded back, exposing the upper surface of the half million year old Happisburgh Till Member.
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