Periodic Spatial GAN for Texture Synthesis

Datasets

• Describable Textures Dataset (DTD)

Usage

cd src/dcgan
python main.py --dataroot $PATH_TO_DTD_DATA --config archpc

To change configurations for hyperparameters, add definitions in src/dcgan/config.yml, and use the newly added yaml name (e.g., archpc) for the --config flag.

Resources

• Learning Texture Manifolds with the Periodic Spatial GAN
• PyTorch DCGAN example (replicated Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks)
• Stabilizing Adversarial Nets with Prediction Methods, ICLR 2018, GitHub