🧰 Practical GeoAI Tools

Have you tried TorchGeo? 🌍✨

It’s a PyTorch library built for remote sensing and geospatial data, basically torchvision for Earth observation. 🚀

With ready-to-use datasets, spatial transforms, and pre-trained models, TorchGeo makes it easy to train deep learning models on satellite imagery and geospatial layers.

🔗 Explore TorchGeo: https://github.com/torchgeo/torchgeo

#GeoTech #GIStools #RemoteSensing #SpatialAI #TorchGeo #GeospatialTech #MundusLife #EarthObservation

#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.

#GISChat #GeoAI

#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

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?

#PyTorch #GeoAI #SpatialDataScience #geospatial #giscience

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