Investigating 3D generalization

A PyTorch implementation for the paper Investigating the Nature of 3D Generalization in Deep Neural Networks.

Execution

The Unity project for generating different views of the 3D paperclip / real-world objects is located in Unity3D/. Detailed instructions about how to generate these datasets can be found in the corresponding folder.

The training scripts are located in Trainer/. Please see the corresponding folder for more details.

Citation

@article{siddiqui2023investigating,
  title={Investigating the Nature of 3D Generalization in Deep Neural Networks},
  author={Siddiqui, Shoaib Ahmed and Krueger, David and Breuel, Thomas},
  journal={arXiv preprint},
  year={2023},
  url={https://arxiv.org/abs/2304.09358}
}

Issues/Feedback

In case of any issues, feel free to drop me an email or open an issue on the repository.

Email: msas3@cam.ac.uk

License

MIT