Image Generator

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

Check out corresponding Kaggle kernel: Image Generator.

Check out corresponding Medium article:

Image Generator - Drawing Cartoons with Generative Adversarial Networks

DCGAN

Network architecture by Radford et al., 2015.

Training

Visualization of training with the following hyperparameteres.

IMAGE_SIZE = 128
NOISE_SIZE = 100
LR_D = 0.00004
LR_G = 0.0004
BATCH_SIZE = 64
EPOCHS = 300
BETA1 = 0.5
WEIGHT_INIT_STDDEV = 0.02
EPSILON = 0.00005

Results

Cherry-picked generated samples.

As expected, there were some funny-looking malformed faces as well.

Author

Greg (Grzegorz) Surma

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