#torchGeo Release v0.7.0
https://www.osgeo.org/community-news/torchgeo-release-v0-7-0/
torchGeo is a #PyTorch domain library designed to make it simple for #machineLearning experts to work with #EO data, providing datasets, samplers, transforms, and pre-trained models specific to #geospatial data.
#BSI WID-SEC-2024-3449: [NEU] [hoch] #Microsoft #LightGBM #und #TorchGeo: Mehrere Schwachstellen ermöglichen Codeausführung
Ein entfernter, anonymer Angreifer kann mehrere Schwachstellen in Microsoft LightGBM und TorchGeo ausnutzen, um beliebigen Programmcode auszuführen.
https://wid.cert-bund.de/portal/wid/securityadvisory?name=WID-SEC-2024-3449
#GeoAI library ecosystem for #EO is 🔥
Two important contributions (with unfortunately similar names) to look out for:
1️⃣ #TorchGeo #DeepLearning with #RemoteSensing data
https://github.com/microsoft/torchgeo
2️⃣ @geotorchai (formerly #GeoTorch) #spatiotemporal deep learning framework on top of #PyTorch and @apachesedona for #imagery and non-imagery data
https://github.com/DataSystemsLab/GeoTorchAI
#SpatialDataScience #geospatial #GIScience #EarthObservation #ML #MachineLearning #DataEngineering #GISChat #Sedona #GeoTorchAI
TIL that #TorchGeo datasets include building footprint polygons and some points with ecological observation data. Not yet sure how the data processing pipelines treat these input datasets
https://torchgeo.readthedocs.io/en/stable/api/datasets.html
Hey #GISchat, have you ever tried #TorchGeo?
https://github.com/microsoft/torchgeo/releases/tag/v0.4.0#user-content-datamodules
Would you recommend it? Is it #EO data only?
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'
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/
#torch #pytorch #python #machinelearning #geo #geospatial #climatechange #naturaldisaster
