Skip to content

Attribute conditional face generation with ACGAN in keras; GPU computation of FID and attribute metrics.

Notifications You must be signed in to change notification settings

buoi/conditional-face-GAN

Repository files navigation

conditional-face-GAN

Attribute conditional face generation with ACGAN in keras; GPU computation of FID and attribute metrics.

An in depth description of the work can be found here: project_report.pdf.

An online interactive version of the model on is available as a Huggingface Space.

Conditional results with 10 attribtes input at 218x178 resolution: ACGAN 10 attributes results

attribute_conditional_gan.ipynb
is a self contained notebook for the training of models with different image resolution and number of attributes .

evaluate_GAN.ipynb
keeps the code for evaluation of trained models and plotting images with relative attributes.

GAN_Attribute_Classifiers.ipynb has the code for training the MobilenetV2 attribute classifiers used to evaluate the GAN models with Accuracy and F1 score.

About

Attribute conditional face generation with ACGAN in keras; GPU computation of FID and attribute metrics.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published