Anita Graser 🇪🇺🇺🇦🇬🇪<p><a href="https://fosstodon.org/tags/torchGeo" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>torchGeo</span></a> Release v0.7.0</p><p><a href="https://www.osgeo.org/community-news/torchgeo-release-v0-7-0/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">osgeo.org/community-news/torch</span><span class="invisible">geo-release-v0-7-0/</span></a></p><p>torchGeo is a <a href="https://fosstodon.org/tags/PyTorch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyTorch</span></a> domain library designed to make it simple for <a href="https://fosstodon.org/tags/machineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>machineLearning</span></a> experts to work with <a href="https://fosstodon.org/tags/EO" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EO</span></a> data, providing datasets, samplers, transforms, and pre-trained models specific to <a href="https://fosstodon.org/tags/geospatial" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>geospatial</span></a> data. </p><p><a href="https://fosstodon.org/tags/GISChat" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GISChat</span></a> <a href="https://fosstodon.org/tags/GeoAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GeoAI</span></a></p>
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#TorchGeo
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Anita Graser 🇪🇺🇺🇦🇬🇪<p><a href="https://fosstodon.org/tags/GeoAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GeoAI</span></a> library ecosystem for <a href="https://fosstodon.org/tags/EO" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EO</span></a> is 🔥</p><p>Two important contributions (with unfortunately similar names) to look out for: </p><p>1️⃣ <a href="https://fosstodon.org/tags/TorchGeo" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TorchGeo</span></a> <a href="https://fosstodon.org/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DeepLearning</span></a> with <a href="https://fosstodon.org/tags/RemoteSensing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RemoteSensing</span></a> data <br><a href="https://github.com/microsoft/torchgeo" rel="nofollow noopener" target="_blank"><span class="invisible">https://</span><span class="">github.com/microsoft/torchgeo</span><span class="invisible"></span></a></p><p>2️⃣ <span class="h-card"><a href="https://bird.makeup/users/geotorchai" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>geotorchai</span></a></span> (formerly <a href="https://fosstodon.org/tags/GeoTorch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GeoTorch</span></a>) <a href="https://fosstodon.org/tags/spatiotemporal" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>spatiotemporal</span></a> deep learning framework on top of <a href="https://fosstodon.org/tags/PyTorch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyTorch</span></a> and <span class="h-card"><a href="https://bird.makeup/users/apachesedona" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>apachesedona</span></a></span> for <a href="https://fosstodon.org/tags/imagery" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>imagery</span></a> and non-imagery data <br><a href="https://github.com/DataSystemsLab/GeoTorchAI" rel="nofollow noopener" target="_blank"><span class="invisible">https://</span><span class="ellipsis">github.com/DataSystemsLab/GeoT</span><span class="invisible">orchAI</span></a></p><p><a href="https://fosstodon.org/tags/SpatialDataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SpatialDataScience</span></a> <a href="https://fosstodon.org/tags/geospatial" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>geospatial</span></a> <a href="https://fosstodon.org/tags/GIScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GIScience</span></a> <a href="https://fosstodon.org/tags/EarthObservation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EarthObservation</span></a> <a href="https://fosstodon.org/tags/ML" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ML</span></a> <a href="https://fosstodon.org/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MachineLearning</span></a> <a href="https://fosstodon.org/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataEngineering</span></a> <a href="https://fosstodon.org/tags/GISChat" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GISChat</span></a> <a href="https://fosstodon.org/tags/Sedona" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Sedona</span></a> <a href="https://fosstodon.org/tags/GeoTorchAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GeoTorchAI</span></a></p>
Anita Graser 🇪🇺🇺🇦🇬🇪<p>TIL that <a href="https://fosstodon.org/tags/TorchGeo" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TorchGeo</span></a> datasets include building footprint polygons and some points with ecological observation data. Not yet sure how the data processing pipelines treat these input datasets <br><a href="https://torchgeo.readthedocs.io/en/stable/api/datasets.html" rel="nofollow noopener" target="_blank"><span class="invisible">https://</span><span class="ellipsis">torchgeo.readthedocs.io/en/sta</span><span class="invisible">ble/api/datasets.html</span></a></p>
Anita Graser 🇪🇺🇺🇦🇬🇪<p>Hey <a href="https://fosstodon.org/tags/GISchat" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GISchat</span></a>, have you ever tried <a href="https://fosstodon.org/tags/TorchGeo" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TorchGeo</span></a>?<br><a href="https://github.com/microsoft/torchgeo/releases/tag/v0.4.0#user-content-datamodules" rel="nofollow noopener" target="_blank"><span class="invisible">https://</span><span class="ellipsis">github.com/microsoft/torchgeo/</span><span class="invisible">releases/tag/v0.4.0#user-content-datamodules</span></a></p><p>Would you recommend it? Is it <a href="https://fosstodon.org/tags/EO" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EO</span></a> data only? </p><p><a href="https://fosstodon.org/tags/PyTorch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyTorch</span></a> <a href="https://fosstodon.org/tags/GeoAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GeoAI</span></a> <a href="https://fosstodon.org/tags/SpatialDataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SpatialDataScience</span></a> <a href="https://fosstodon.org/tags/geospatial" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>geospatial</span></a> <a href="https://fosstodon.org/tags/giscience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>giscience</span></a></p>
Just added this code https://gist.github.com/cordmaur/d050973aa3ed980023e9239183a2cb66#file-earthsurfacewater_medium_2-ipynb to awesomeearthobservation code a neat example of using #torchgeo #eochat 'An end-to-end deep learning geospatial segmentation project using Pytorch and TorchGeo packages'
Gistearthsurfacewater_torchgeo_tutorial.ipynbearthsurfacewater_torchgeo_tutorial.ipynb. GitHub Gist: instantly share code, notes, and snippets.
Geospatial deep learning with TorchGeo
#TorchGeo, a PyTorch domain library works with geospatial data by monitoring some of the world’s greatest challenges, like natural disasters and climate change.
https://pytorch.org/blog/geospatial-deep-learning-with-torchgeo/
pytorch.orgGeospatial deep learning with TorchGeoTorchGeo is a PyTorch domain library providing datasets, samplers, transforms, and pre-trained models specific to geospatial data.
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