Finally, the script `./bin/generate_db.py` can be used to generate synthetic databases with semantic face variations, using the computed latent directions.
Use `./bin/generate_db.py --help` to get more info on the required configuration values. We provide 3 preset configurations:
* `synmultipie` which reproduces the Syn-Multi-PIE dataset used for benchmark experiments in the article
* `uniqueness_ict` & `uniqueness_no_ict` which reproduce the datasets containing only references that are used for the identity uniqueness experiment.
* `synmultipie` which reproduces the Syn-Multi-PIE dataset used for benchmark experiments in the article
* `uniqueness_ict` & `uniqueness_no_ict` which reproduce the datasets containing only references that are used for the identity uniqueness experiment.
This script is also using StyleGAN2 and thus should be ran on a node with GPU access.
The generation of the references cannot be ran in parallel (due to the application of the ICT constraint which requires a comparison between every reference) but the creation of the
...
...
@@ -202,7 +203,9 @@ Contact
For questions or reporting issues to this software package, contact our
development team by asking your question on `stackoverflow`_ and with the tag *python-bob*.