[OSGeo-Announce] TorchGeo ML Framework Release v0.6
Jorge Sanz
jsanz at osgeo.org
Mon Sep 2 01:50:12 PDT 2024
TorchGeo -- an OSGeo Project in Incubation
is pleased to announce today a minor release publicly available. **
https://www.osgeo.org/projects/torchgeo/
This 0.6 version adds 18 new datasets, 15 new datamodules, and 27 new
pre-trained models, encompassing 11 months of work by 23 contributors.
TorchGeo mission is still to make it simple:
* for machine learning experts to work with geospatial data, and
* for remote sensing experts to explore machine learning solutions.
A total of 119 projects have direct public dependencies on torchgeo
(GitHub tracks this). Some notable ones:
- Natural Resources Canada -- https://github.com/NRCan/geo-inference
(Canadian govt. project)
- National statistical institute of Norway --
https://github.com/statisticsnorway/ssb-sgis
- IBM - several projects
- https://github.com/IBM/SAR2NDVI
- https://github.com/IBM/remote-sensing-image-retrieval
- https://github.com/IBM/terratorch (a library for fine-tuning EO
foundation models)
- David Rolnick's lab -- https://github.com/RolnickLab/FoMo-Bench
(forest monitoring)
- Lebanese National Center for Remote Sensing - CNRS --
https://github.com/geoaigroup/geotils
- CyberGIS center -- https://github.com/cybergis/docker-images (they
install torchgeo on the docker images they use)
- University of St. Gallen -- https://github.com/HSG-AIML/GDA (research
paper)
There are also indirect / not-public dependencies, e.g. CalOES used
torchgeo.
At least three university classes (Hannah, Esther, Adam) now use
torchgeo in homework assignments to teach GeoML, reproducibility, and
python.
Other usage stats:
255,688 total downloads on pypi (pip install ...), 9,854 last month
21,192 total downloads through conda
72 code contributors
There are 200 people on the public Slack channel
972 unique users visited the GitHub repo past two weeks
** https://github.com/microsoft/torchgeo/releases/tag/v0.6.0
More information about the Announce
mailing list