Need help with face_generator?
Click the “chat” button below for chat support from the developer who created it, or find similar developers for support.

About the developer

gsurma
162 Stars 61 Forks MIT License 10 Commits 1 Opened issues

Description

DCGAN face generator 🧑.

Services available

!
?

Need anything else?

Contributors list

# 50,119
Keras
ml
space-i...
jupyter
10 commits

Face Generator

Python notebook containing TensorFlow DCGAN implementation. It was trained on a Celebrities dataset.

Check out corresponding Medium article: Face Generator - Generating Artificial Faces with Machine Learning 🧑.

Check out corresponding Kaggle kernel: Face Generator.

DCGAN

Network architecture by Radford et al., 2015.

Training

Visualization of training with the following hyperparameteres.

DATASET_SIZE = 100000
IMAGE_SIZE = 128
NOISE_SIZE = 100
LR_D = 0.00004
LR_G = 0.0002
BATCH_SIZE = 64
EPOCHS = 60
BETA1 = 0.5
WEIGHT_INIT_STDDEV = 0.02
EPSILON = 0.00005

Results

Generated samples after 60 epochs of training.

Author

Greg (Grzegorz) Surma

PORTFOLIO

GITHUB

BLOG

We use cookies. If you continue to browse the site, you agree to the use of cookies. For more information on our use of cookies please see our Privacy Policy.