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 prek to make this project easy to use.

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

# optionally run pre-commit hooks manually
uv run prek 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}}
}