dreamscape

Playing around with generative models trained on natural images, along with (eventually) some visualization tools.

Variational Autoencoder (VAE)

Resources:

• original vae paper I - Kingma and Welling 2014
• original vae paper II - Rezende, Mohamed and Wierstra 2014
• tutorial paper - Doersch 2016
• helpful blog - Variational Autoencoder in Tensorflow, Jan Hendrik Metzen
• conditional vae paper - Sohn, Lee and Yan 2015

Generative Adversarial Network (GAN)

Resources:

• original gan paper - Goodfellow et al. 2014
• tutorial paper - Goodfellow 2017
• dcgan paper - Radford et al. 2016