GNM Head: high-fidelity statistical 3D model of the human head

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GitHub - google/GNM: GNM is a state-of-the-art parametric 3D statistical model of the human face and head, learned from a large dataset of 3D scans. · GitHub

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GNM: Generative aNthropometric Model and Ecosystem

Welcome to the GNM Ecosystem repository. GNM - pronounced as genome<br>(/ˈdʒiː.noʊm/) in reference to the human genome - strives to be the most<br>accurate and complete 3D parametric human model.

3D Morphable Models (3DMMs) are widely used across computer vision, computer<br>graphics, and generative AI for representing human geometry and appearance. GNM<br>introduces a state-of-the-art family of parametric statistical human models and<br>its associated perception stack.

Our roadmap includes releasing a comprehensive suite of statistical models<br>complemented by perception and analysis technology. To facilitate early<br>community research and open development, we are beginning our open-source<br>release with GNM Head , our high-fidelity statistical 3D model of the human<br>head.

The ecosystem is released under a permissive license suitable for both<br>non-commercial and commercial applications.

GNM Ecosystem Packages

Here we list all the available GNM packages:

Name<br>Description<br>Chips<br>Teaser

GNM Head<br>Parametric 3D statistical human head and face geometry model providing fine-grained, disentangled control over identity, expressions, and head pose. The model contains controllable internal anatomy including eyeballs, teeth and tongue. Includes multi-framework backend support for NumPy , JAX , PyTorch , and TensorFlow , along with semantic parameter sampling.

Citation

If you use any part of the GNM Ecosystem in your work, please consider citing<br>the corresponding package. Relevant bibtex entries can be found in the<br>individual packages.

Contributing

We'd love to accept your patches and contributions to this project! See<br>CONTRIBUTING.md for more information on how to get started<br>and how we handle external contributions.

License

This project is licensed under the Apache License, Version 2.0. See the<br>LICENSE file for details.

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GNM is a state-of-the-art parametric 3D statistical model of the human face and head, learned from a large dataset of 3D scans.

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gnm

parametric-model

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