Cloud native tooling to generate and store pixelwise geospatial foundation model embeddings.

We are working to #FreeTheEmbeddings and make geospatial embeddings available to all.

Warning

pixelverse is in development -- expect frequent releases and possible bugs or missing features

Getting started

We use all the new hip tools like uv, ty, and pre-commit to make this project easy to use.

curl -LsSf https://astral.sh/uv/install.sh | sh
uv sync --all-extras
uv run pre-commit install

# optionally run pre-commit hooks manually
uv run pre-commit run --all-files

Pixelwise Geospatial Foundation Models

pixelverse provides access to a growing collection of pixelwise geospatial foundation models. You can list available models with:

uv run python -c "import pixelverse as pv; print(pv.list_models())"

Supported Models

• Tessera: Tessera is a pixelwise time-series geospatial foundation model. It takes as input a 14-channel time series of pixel values, (10 S2 bands, 1 S2 DOY, 2 S1 bands, and 1 S1 DOY) and outputs a 128-dimensional embedding.

Citing

If you use this software in your research, please cite:

@misc{pixelverse,
  title={Pixelverse: Pixelwise Geospatial Embeddings for All},
  author={Morrissey, Martha and Corley, Isaac},
  year={2025},
  publisher = {GitHub},
  journal = {GitHub repository},
  howpublished={\url{https://github.com/developmentseed/pixelverse}}
}