#torchGeo

Anita Graser 🇪🇺🇺🇦🇬🇪underdarkGIS@fosstodon.org
2025-04-10

#torchGeo Release v0.7.0

osgeo.org/community-news/torch

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

2024-11-13

#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.

wid.cert-bund.de/portal/wid/se

Anita Graser 🇪🇺🇺🇦🇬🇪underdarkGIS@fosstodon.org
2023-06-04

#GeoAI library ecosystem for #EO is 🔥

Two important contributions (with unfortunately similar names) to look out for:

1️⃣ #TorchGeo #DeepLearning with #RemoteSensing data
github.com/microsoft/torchgeo

2️⃣ @geotorchai (formerly #GeoTorch) #spatiotemporal deep learning framework on top of #PyTorch and @apachesedona for #imagery and non-imagery data
github.com/DataSystemsLab/GeoT

#SpatialDataScience #geospatial #GIScience #EarthObservation #ML #MachineLearning #DataEngineering #GISChat #Sedona #GeoTorchAI

Anita Graser 🇪🇺🇺🇦🇬🇪underdarkGIS@fosstodon.org
2023-01-26

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
torchgeo.readthedocs.io/en/sta

2023-01-05

Just added this code gist.github.com/cordmaur/d0509 to awesomeearthobservation code a neat example of using #torchgeo #eochat 'An end-to-end deep learning geospatial segmentation project using Pytorch and TorchGeo packages'

2022-12-17

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.

pytorch.org/blog/geospatial-de

#torch #pytorch #python #machinelearning #geo #geospatial #climatechange #naturaldisaster

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