/vnca

Primary LanguagePython

Variational Neural Cellular Automata

Code for the paper Variational Neural Cellular Automata.

VNCA generating faces

VNCA re-generating digits

Cite

@inproceedings{palm2022variational,
  title={Variational Neural Cellular Automata},
  author={Palm, Rasmus Berg and Gonz{\'a}lez-Duque, Miguel and Sudhakaran, Shyam and Risi, Sebastian},
  booktitle = {10th International Conference on Learning Representations, {ICLR} 2022},
  year={2022}
}

Experiments

The following git revisions corresponds to the experiments/figured as listed.

Experiment Figure(s) Revision
Doubling MNIST 3, 4 036578c
Latent space exploration 5 a98bd68
Doubling CelebA 6 641588a
Doubling CelebA w. beta=100 7, 8 8d1ee6e
MNIST damage 9 4b2dc09
CelebA damage 10 a17aafd

License

MIT License

Copyright (c) 2022 Rasmus Berg Palm

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.