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💧🌏 Greg CocksGlacial Lake Mapping Using Remote Sensing Geo-Foundation Model -- <a href="https://doi.org/10.1016/j.jag.2025.104371" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://doi.org/10.1016/j.jag.2025.104371</a> <-- shared paper -- 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..." <a href="https://techhub.social/tags/GIS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GIS</a> <a href="https://techhub.social/tags/spatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#spatial</a> <a href="https://techhub.social/tags/mapping" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#mapping</a> <a href="https://techhub.social/tags/glaciallake" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#glaciallake</a> <a href="https://techhub.social/tags/GeospatialFoundationModel" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GeospatialFoundationModel</a> <a href="https://techhub.social/tags/satellite" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#satellite</a> <a href="https://techhub.social/tags/Sentinel" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Sentinel</a> <a href="https://techhub.social/tags/GaoFen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GaoFen</a> <a href="https://techhub.social/tags/remotesensing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#remotesensing</a> <a href="https://techhub.social/tags/earthobservation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#earthobservation</a> <a href="https://techhub.social/tags/model" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#model</a> <a href="https://techhub.social/tags/modeling" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#modeling</a> <a href="https://techhub.social/tags/climatechange" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#climatechange</a> <a href="https://techhub.social/tags/glacial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#glacial</a> <a href="https://techhub.social/tags/glacier" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#glacier</a> <a href="https://techhub.social/tags/melt" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#melt</a> <a href="https://techhub.social/tags/melting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#melting</a> <a href="https://techhub.social/tags/UViT" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#UViT</a> <a href="https://techhub.social/tags/deepleanring" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#deepleanring</a> <a href="https://techhub.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#AI</a> <a href="https://techhub.social/tags/framework" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#framework</a> <a href="https://techhub.social/tags/performance" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#performance</a> <a href="https://techhub.social/tags/metrics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#metrics</a> <a href="https://techhub.social/tags/opensource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#opensource</a>

The Smartphone PhotographerEnd of the Day Reflections. <a href="https://pixelfed.social/discover/tags/lake?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#lake</a> <a href="https://pixelfed.social/discover/tags/glaciallake?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#glaciallake</a> <a href="https://pixelfed.social/discover/tags/mountains?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#mountains</a> <a href="https://pixelfed.social/discover/tags/rocks?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#rocks</a> <a href="https://pixelfed.social/discover/tags/rocky?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#rocky</a> <a href="https://pixelfed.social/discover/tags/reflection?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#reflection</a> <a href="https://pixelfed.social/discover/tags/mirrorwater?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#mirrorwater</a> <a href="https://pixelfed.social/discover/tags/mirror?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#mirror</a> <a href="https://pixelfed.social/discover/tags/stillwaters?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#stillwaters</a> <a href="https://pixelfed.social/discover/tags/photography?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#photography</a>

The Smartphone PhotographerWhere light paints the peaks. <a href="https://pixelfed.social/discover/tags/mountains?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#mountains</a> <a href="https://pixelfed.social/discover/tags/hills?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#hills</a> <a href="https://pixelfed.social/discover/tags/lake?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#lake</a> <a href="https://pixelfed.social/discover/tags/glaciallake?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#glaciallake</a> <a href="https://pixelfed.social/discover/tags/spain?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#spain</a> <a href="https://pixelfed.social/discover/tags/mountainmagic?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#mountainmagic</a> <a href="https://pixelfed.social/discover/tags/goldenhour?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#goldenhour</a> <a href="https://pixelfed.social/discover/tags/reflectiongram?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#reflectiongram</a> <a href="https://pixelfed.social/discover/tags/naturephotography?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#naturephotography</a> <a href="https://pixelfed.social/discover/tags/travelphotography?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#travelphotography</a> <a href="https://pixelfed.social/discover/tags/adventuretime?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#adventuretime</a> <a href="https://pixelfed.social/discover/tags/hikingadventures?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#hikingadventures</a> <a href="https://pixelfed.social/discover/tags/exploretheworld?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#exploretheworld</a> <a href="https://pixelfed.social/discover/tags/landscapephotography?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#landscapephotography</a> <a href="https://pixelfed.social/discover/tags/mountainviews?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#mountainviews</a> <a href="https://pixelfed.social/discover/tags/peaksoftheday?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#peaksoftheday</a> <a href="https://pixelfed.social/discover/tags/wanderlust?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#wanderlust</a> <a href="https://pixelfed.social/discover/tags/mothernature?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#mothernature</a> <a href="https://pixelfed.social/discover/tags/beautifuldestinations?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#beautifuldestinations</a> <a href="https://pixelfed.social/discover/tags/earthpix?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#earthpix</a> <a href="https://pixelfed.social/discover/tags/discoverearth?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#discoverearth</a> <a href="https://pixelfed.social/discover/tags/stayandwander?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#stayandwander</a> <a href="https://pixelfed.social/discover/tags/wildernessculture?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#wildernessculture</a> <a href="https://pixelfed.social/discover/tags/getoutside?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#getoutside</a> <a href="https://pixelfed.social/discover/tags/exploremore?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#exploremore</a> <a href="https://pixelfed.social/discover/tags/neverstopexploring?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#neverstopexploring</a> <a href="https://pixelfed.social/discover/tags/instagood?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#instagood</a> <a href="https://pixelfed.social/discover/tags/photooftheday?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#photooftheday</a> <a href="https://pixelfed.social/discover/tags/picoftheday?src=hash" class="u-url hashtag" rel="nofollow noopener noreferrer" target="_blank">#picoftheday</a>

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