Generative Models Implementation

Date:

Mastered the algorithm and implementation of most generative models, including AE, VAE and multiple GANs.

  1. Implemented AE(Auto-Encoder) and VAE(Variational AutoEncoder) on people face data, e.g. cufs human faces. source code
  2. Researched on most popular GANs model, including DCGAN, WGAN and WGAN-GP, also wrote a detailed report to discuss their properties. source code
  3. Applied basic GAN model to more complicated problem, Image-to-Image Translation, my implementations included cGAN and cycleGAN.