A PyTorch implementation for the paper Investigating the Nature of 3D Generalization in Deep Neural Networks.
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.
@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}
}
In case of any issues, feel free to drop me an email or open an issue on the repository.
Email: msas3@cam.ac.uk
MIT