Domain Adapataion with GANs

Some experiments with domain adaptation using GANs.

Notebooks

Self-contained prototyping code. Everything else is designed to run on Gypsum.

Generate to Adapt

Implementation based on [1].

Get the datasets:

python3 scripts/download_GTA_datasets.py

Usage:

python3 -m GTA <args>

References

[1] Sankaranarayanan, Swami, et al. "Generate to adapt: Aligning domains using generative adversarial networks." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2018.