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PolyGen PyTorch

A PyTorch implementation of the PolyGen: An Autoregressive Generative Model of 3D Meshes.
Currently only the VertexModel is implemented, but we do plan to implement a FaceModel as well.


Experiment run

First make sure that you have all the required libraries. All of them can be easily installed by running the bellow command:

pip install -e .

Then you can run the training on a collection of simple geometric solids.

python experiments/main.py

The reconstructions will be saved in the results directory.


Object Generation

In order to generate objects use weights obtained during the training.
TODO: Provide a fix.

python experiments/generate.py -load_weights <path_to_weights>/epoch_<x>.pt

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  • Python 99.3%
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